Dataset info
| Number of variables | 122 |
|---|---|
| Number of observations | 307511 |
| Missing cells | 9152465 (24.4%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 286.2 MiB |
| Average record size in memory | 976.0 B |
Variables types
| Numeric | 71 |
|---|---|
| Categorical | 15 |
| Boolean | 36 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 0 |
| Rejected | 0 |
| Unsupported | 0 |
Warnings
AMT_INCOME_TOTAL is highly skewed (γ1 = 391.5596541) | Skewed |
AMT_REQ_CREDIT_BUREAU_DAY is highly skewed (γ1 = 27.04350471) | Skewed |
AMT_REQ_CREDIT_BUREAU_DAY has 264503 (86.0%) zeros | Zeros |
AMT_REQ_CREDIT_BUREAU_DAY has 41519 (13.5%) missing values | Missing |
AMT_REQ_CREDIT_BUREAU_HOUR has 264366 (86.0%) zeros | Zeros |
AMT_REQ_CREDIT_BUREAU_HOUR has 41519 (13.5%) missing values | Missing |
AMT_REQ_CREDIT_BUREAU_MON has 222233 (72.3%) zeros | Zeros |
AMT_REQ_CREDIT_BUREAU_MON has 41519 (13.5%) missing values | Missing |
AMT_REQ_CREDIT_BUREAU_QRT is highly skewed (γ1 = 134.365776) | Skewed |
AMT_REQ_CREDIT_BUREAU_QRT has 215417 (70.1%) zeros | Zeros |
AMT_REQ_CREDIT_BUREAU_QRT has 41519 (13.5%) missing values | Missing |
AMT_REQ_CREDIT_BUREAU_WEEK has 257456 (83.7%) zeros | Zeros |
AMT_REQ_CREDIT_BUREAU_WEEK has 41519 (13.5%) missing values | Missing |
AMT_REQ_CREDIT_BUREAU_YEAR has 71801 (23.3%) zeros | Zeros |
AMT_REQ_CREDIT_BUREAU_YEAR has 41519 (13.5%) missing values | Missing |
APARTMENTS_AVG has 156061 (50.7%) missing values | Missing |
APARTMENTS_MEDI has 156061 (50.7%) missing values | Missing |
APARTMENTS_MODE has 156061 (50.7%) missing values | Missing |
BASEMENTAREA_AVG has 14745 (4.8%) zeros | Zeros |
BASEMENTAREA_AVG has 179943 (58.5%) missing values | Missing |
BASEMENTAREA_MEDI has 14991 (4.9%) zeros | Zeros |
BASEMENTAREA_MEDI has 179943 (58.5%) missing values | Missing |
BASEMENTAREA_MODE has 16598 (5.4%) zeros | Zeros |
BASEMENTAREA_MODE has 179943 (58.5%) missing values | Missing |
CNT_CHILDREN has 215371 (70.0%) zeros | Zeros |
COMMONAREA_AVG has 8442 (2.7%) zeros | Zeros |
COMMONAREA_AVG has 214865 (69.9%) missing values | Missing |
COMMONAREA_MEDI has 8691 (2.8%) zeros | Zeros |
COMMONAREA_MEDI has 214865 (69.9%) missing values | Missing |
COMMONAREA_MODE has 9690 (3.2%) zeros | Zeros |
COMMONAREA_MODE has 214865 (69.9%) missing values | Missing |
DAYS_LAST_PHONE_CHANGE has 37672 (12.3%) zeros | Zeros |
DEF_30_CNT_SOCIAL_CIRCLE has 271324 (88.2%) zeros | Zeros |
DEF_60_CNT_SOCIAL_CIRCLE has 280721 (91.3%) zeros | Zeros |
ELEVATORS_AVG has 85718 (27.9%) zeros | Zeros |
ELEVATORS_AVG has 163891 (53.3%) missing values | Missing |
ELEVATORS_MEDI has 87026 (28.3%) zeros | Zeros |
ELEVATORS_MEDI has 163891 (53.3%) missing values | Missing |
ELEVATORS_MODE has 89498 (29.1%) zeros | Zeros |
ELEVATORS_MODE has 163891 (53.3%) missing values | Missing |
EMERGENCYSTATE_MODE has 145755 (47.4%) missing values | Missing |
ENTRANCES_AVG has 154828 (50.3%) missing values | Missing |
ENTRANCES_MEDI has 154828 (50.3%) missing values | Missing |
ENTRANCES_MODE has 154828 (50.3%) missing values | Missing |
EXT_SOURCE_1 has 173378 (56.4%) missing values | Missing |
EXT_SOURCE_3 has 60965 (19.8%) missing values | Missing |
FLOORSMAX_AVG has 153020 (49.8%) missing values | Missing |
FLOORSMAX_MEDI has 153020 (49.8%) missing values | Missing |
FLOORSMAX_MODE has 3415 (1.1%) zeros | Zeros |
FLOORSMAX_MODE has 153020 (49.8%) missing values | Missing |
FLOORSMIN_AVG has 208642 (67.8%) missing values | Missing |
FLOORSMIN_MEDI has 208642 (67.8%) missing values | Missing |
FLOORSMIN_MODE has 208642 (67.8%) missing values | Missing |
FONDKAPREMONT_MODE has 210295 (68.4%) missing values | Missing |
HOUSETYPE_MODE has 154297 (50.2%) missing values | Missing |
LANDAREA_AVG has 15600 (5.1%) zeros | Zeros |
LANDAREA_AVG has 182590 (59.4%) missing values | Missing |
LANDAREA_MEDI has 15919 (5.2%) zeros | Zeros |
LANDAREA_MEDI has 182590 (59.4%) missing values | Missing |
LANDAREA_MODE has 17453 (5.7%) zeros | Zeros |
LANDAREA_MODE has 182590 (59.4%) missing values | Missing |
LIVINGAPARTMENTS_AVG has 210199 (68.4%) missing values | Missing |
LIVINGAPARTMENTS_MEDI has 210199 (68.4%) missing values | Missing |
LIVINGAPARTMENTS_MODE has 210199 (68.4%) missing values | Missing |
LIVINGAREA_AVG has 154350 (50.2%) missing values | Missing |
LIVINGAREA_MEDI has 154350 (50.2%) missing values | Missing |
LIVINGAREA_MODE has 154350 (50.2%) missing values | Missing |
NONLIVINGAPARTMENTS_AVG has 54549 (17.7%) zeros | Zeros |
NONLIVINGAPARTMENTS_AVG has 213514 (69.4%) missing values | Missing |
NONLIVINGAPARTMENTS_MEDI has 56097 (18.2%) zeros | Zeros |
NONLIVINGAPARTMENTS_MEDI has 213514 (69.4%) missing values | Missing |
NONLIVINGAPARTMENTS_MODE has 59255 (19.3%) zeros | Zeros |
NONLIVINGAPARTMENTS_MODE has 213514 (69.4%) missing values | Missing |
NONLIVINGAREA_AVG has 58735 (19.1%) zeros | Zeros |
NONLIVINGAREA_AVG has 169682 (55.2%) missing values | Missing |
NONLIVINGAREA_MEDI has 60954 (19.8%) zeros | Zeros |
NONLIVINGAREA_MEDI has 169682 (55.2%) missing values | Missing |
NONLIVINGAREA_MODE has 67126 (21.8%) zeros | Zeros |
NONLIVINGAREA_MODE has 169682 (55.2%) missing values | Missing |
OBS_30_CNT_SOCIAL_CIRCLE has 163910 (53.3%) zeros | Zeros |
OBS_60_CNT_SOCIAL_CIRCLE has 164666 (53.5%) zeros | Zeros |
OCCUPATION_TYPE has 96391 (31.3%) missing values | Missing |
ORGANIZATION_TYPE has a high cardinality: 58 distinct values | Warning |
OWN_CAR_AGE has 202929 (66.0%) missing values | Missing |
TOTALAREA_MODE has 148431 (48.3%) missing values | Missing |
WALLSMATERIAL_MODE has 156341 (50.8%) missing values | Missing |
YEARS_BEGINEXPLUATATION_AVG has 150007 (48.8%) missing values | Missing |
YEARS_BEGINEXPLUATATION_MEDI has 150007 (48.8%) missing values | Missing |
YEARS_BEGINEXPLUATATION_MODE has 150007 (48.8%) missing values | Missing |
YEARS_BUILD_AVG has 204488 (66.5%) missing values | Missing |
YEARS_BUILD_MEDI has 204488 (66.5%) missing values | Missing |
YEARS_BUILD_MODE has 204488 (66.5%) missing values | Missing |
AMT_ANNUITY
Numeric
| Distinct count | 13673 |
|---|---|
| Unique (%) | 4.4% |
| Missing (%) | < 0.1% |
| Missing (n) | 12 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 27108.57391 |
|---|---|
| Minimum | 1615.5 |
| Maximum | 258025.5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1615.5 |
|---|---|
| 5-th percentile | 9000 |
| Q1 | 16524 |
| Median | 24903 |
| Q3 | 34596 |
| 95-th percentile | 53325 |
| Maximum | 258025.5 |
| Range | 256410 |
| Interquartile range | 18072 |
Descriptive statistics
| Standard deviation | 14493.73732 |
|---|---|
| Coef of variation | 0.5346551008 |
| Kurtosis | 7.707319915 |
| Mean | 27108.57391 |
| MAD | 10975.42925 |
| Skewness | 1.579777364 |
| Sum | 8335859368 |
| Variance | 210068421.4 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 9000 | 6385 | 2.1% | |
| 13500 | 5514 | 1.8% | |
| 6750 | 2279 | 0.7% | |
| 10125 | 2035 | 0.7% | |
| 37800 | 1602 | 0.5% | |
| 11250 | 1459 | 0.5% | |
| 26217 | 1453 | 0.5% | |
| 20250 | 1345 | 0.4% | |
| 12375 | 1339 | 0.4% | |
| 31653 | 1269 | 0.4% | |
| Other values (13662) | 282819 | 92.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1615.5 | 1 | < 0.1% | |
| 1980 | 2 | < 0.1% | |
| 1993.5 | 1 | < 0.1% | |
| 2052 | 1 | < 0.1% | |
| 2164.5 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 258025.5 | 1 | < 0.1% | |
| 230161.5 | 1 | < 0.1% | |
| 225000 | 23 | < 0.1% | |
| 220297.5 | 1 | < 0.1% | |
| 216589.5 | 1 | < 0.1% |
AMT_CREDIT
Numeric
| Distinct count | 5603 |
|---|---|
| Unique (%) | 1.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 599025.9997 |
|---|---|
| Minimum | 45000 |
| Maximum | 4050000 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 45000 |
|---|---|
| 5-th percentile | 135000 |
| Q1 | 270000 |
| Median | 513531 |
| Q3 | 808650 |
| 95-th percentile | 1350000 |
| Maximum | 4050000 |
| Range | 4005000 |
| Interquartile range | 538650 |
Descriptive statistics
| Standard deviation | 402490.777 |
|---|---|
| Coef of variation | 0.6719086938 |
| Kurtosis | 1.934041301 |
| Mean | 599025.9997 |
| MAD | 316583.7417 |
| Skewness | 1.234778497 |
| Sum | 1.842070842e+11 |
| Variance | 1.619988256e+11 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 45000. 48244.5 48987. 49477.5 49626. ... 2692804.5 2697750. 2718000. 4040516.25 4050000. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 450000 | 9709 | 3.2% | |
| 675000 | 8877 | 2.9% | |
| 225000 | 8162 | 2.7% | |
| 180000 | 7342 | 2.4% | |
| 270000 | 7241 | 2.4% | |
| 900000 | 6246 | 2.0% | |
| 254700 | 4500 | 1.5% | |
| 545040 | 4437 | 1.4% | |
| 808650 | 4152 | 1.4% | |
| 135000 | 3660 | 1.2% | |
| Other values (5593) | 243185 | 79.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 45000 | 230 | 0.1% | |
| 47970 | 218 | 0.1% | |
| 48519 | 1 | < 0.1% | |
| 49455 | 19 | < 0.1% | |
| 49500 | 40 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4050000 | 8 | < 0.1% | |
| 4031032.5 | 1 | < 0.1% | |
| 4027680 | 1 | < 0.1% | |
| 3956274 | 1 | < 0.1% | |
| 3860019 | 1 | < 0.1% |
AMT_GOODS_PRICE
Numeric
| Distinct count | 1003 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.1% |
| Missing (n) | 278 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 538396.2074 |
|---|---|
| Minimum | 40500 |
| Maximum | 4050000 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 40500 |
|---|---|
| 5-th percentile | 135000 |
| Q1 | 238500 |
| Median | 450000 |
| Q3 | 679500 |
| 95-th percentile | 1305000 |
| Maximum | 4050000 |
| Range | 4009500 |
| Interquartile range | 441000 |
Descriptive statistics
| Standard deviation | 369446.4605 |
|---|---|
| Coef of variation | 0.6861981111 |
| Kurtosis | 2.431916479 |
| Mean | 538396.2074 |
| MAD | 288576.1487 |
| Skewness | 1.349000341 |
| Sum | 1.65413082e+11 |
| Variance | 1.364906872e+11 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 450000 | 26022 | 8.5% | |
| 225000 | 25282 | 8.2% | |
| 675000 | 24962 | 8.1% | |
| 900000 | 15416 | 5.0% | |
| 270000 | 11428 | 3.7% | |
| 180000 | 10123 | 3.3% | |
| 454500 | 9157 | 3.0% | |
| 1125000 | 9050 | 2.9% | |
| 135000 | 8206 | 2.7% | |
| 315000 | 5225 | 1.7% | |
| Other values (992) | 162362 | 52.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 40500 | 1 | < 0.1% | |
| 45000 | 1169 | 0.4% | |
| 49500 | 157 | 0.1% | |
| 50751 | 1 | < 0.1% | |
| 54000 | 290 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4050000 | 8 | < 0.1% | |
| 3825000 | 1 | < 0.1% | |
| 3712500 | 1 | < 0.1% | |
| 3600000 | 3 | < 0.1% | |
| 3555000 | 1 | < 0.1% |
AMT_INCOME_TOTAL
Numeric
| Distinct count | 2548 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 168797.9193 |
|---|---|
| Minimum | 25650 |
| Maximum | 117000000 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 25650 |
|---|---|
| 5-th percentile | 67500 |
| Q1 | 112500 |
| Median | 147150 |
| Q3 | 202500 |
| 95-th percentile | 337500 |
| Maximum | 117000000 |
| Range | 116974350 |
| Interquartile range | 90000 |
Descriptive statistics
| Standard deviation | 237123.1463 |
|---|---|
| Coef of variation | 1.404775291 |
| Kurtosis | 191786.5544 |
| Mean | 168797.9193 |
| MAD | 66226.34796 |
| Skewness | 391.5596541 |
| Sum | 5.190721696e+10 |
| Variance | 5.62273865e+10 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[2.56500e+04 2.67750e+04 2.72925e+04 2.91915e+04 2.94165e+04 ... 1.55250e+06 1.62000e+06 2.36250e+06 5.62500e+06 1.17000e+08], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 135000 | 35750 | 11.6% | |
| 112500 | 31019 | 10.1% | |
| 157500 | 26556 | 8.6% | |
| 180000 | 24719 | 8.0% | |
| 90000 | 22483 | 7.3% | |
| 225000 | 20698 | 6.7% | |
| 202500 | 16341 | 5.3% | |
| 67500 | 11147 | 3.6% | |
| 270000 | 10827 | 3.5% | |
| 81000 | 6001 | 2.0% | |
| Other values (2538) | 101970 | 33.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 25650 | 2 | < 0.1% | |
| 26100 | 3 | < 0.1% | |
| 26460 | 1 | < 0.1% | |
| 26550 | 2 | < 0.1% | |
| 27000 | 66 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 117000000 | 1 | < 0.1% | |
| 18000090 | 1 | < 0.1% | |
| 13500000 | 1 | < 0.1% | |
| 9000000 | 1 | < 0.1% | |
| 6750000 | 1 | < 0.1% |
AMT_REQ_CREDIT_BUREAU_DAY
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 13.5% |
| Missing (n) | 41519 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.007000210533 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros (%) | 86.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.1107574063 |
|---|---|
| Coef of variation | 15.82201075 |
| Kurtosis | 1151.867594 |
| Mean | 0.007000210533 |
| MAD | 0.01392204793 |
| Skewness | 27.04350471 |
| Sum | 1862 |
| Variance | 0.01226720306 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 264503 | 86.0% | |
| 1 | 1292 | 0.4% | |
| 2 | 106 | < 0.1% | |
| 3 | 45 | < 0.1% | |
| 4 | 26 | < 0.1% | |
| 5 | 9 | < 0.1% | |
| 6 | 8 | < 0.1% | |
| 9 | 2 | < 0.1% | |
| 8 | 1 | < 0.1% | |
| (Missing) | 41519 | 13.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 264503 | 86.0% | |
| 1 | 1292 | 0.4% | |
| 2 | 106 | < 0.1% | |
| 3 | 45 | < 0.1% | |
| 4 | 26 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9 | 2 | < 0.1% | |
| 8 | 1 | < 0.1% | |
| 6 | 8 | < 0.1% | |
| 5 | 9 | < 0.1% | |
| 4 | 26 | < 0.1% |
AMT_REQ_CREDIT_BUREAU_HOUR
Numeric
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 13.5% |
| Missing (n) | 41519 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.006402448194 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros (%) | 86.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.08384912845 |
|---|---|
| Coef of variation | 13.09641654 |
| Kurtosis | 254.2436197 |
| Mean | 0.006402448194 |
| MAD | 0.01272662049 |
| Skewness | 14.53406206 |
| Sum | 1703 |
| Variance | 0.007030676341 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 0 | 264366 | 86.0% | |
| 1 | 1560 | 0.5% | |
| 2 | 56 | < 0.1% | |
| 3 | 9 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| (Missing) | 41519 | 13.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 264366 | 86.0% | |
| 1 | 1560 | 0.5% | |
| 2 | 56 | < 0.1% | |
| 3 | 9 | < 0.1% | |
| 4 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4 | 1 | < 0.1% | |
| 3 | 9 | < 0.1% | |
| 2 | 56 | < 0.1% | |
| 1 | 1560 | 0.5% | |
| 0 | 264366 | 86.0% |
AMT_REQ_CREDIT_BUREAU_MON
Numeric
| Distinct count | 25 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 13.5% |
| Missing (n) | 41519 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.26739526 |
|---|---|
| Minimum | 0 |
| Maximum | 27 |
| Zeros (%) | 72.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.9160023962 |
|---|---|
| Coef of variation | 3.425649341 |
| Kurtosis | 90.4348572 |
| Mean | 0.26739526 |
| MAD | 0.4468108125 |
| Skewness | 7.804848087 |
| Sum | 71125 |
| Variance | 0.8390603898 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) | |
| 0 | 222233 | 72.3% | |
| 1 | 33147 | 10.8% | |
| 2 | 5386 | 1.8% | |
| 3 | 1991 | 0.6% | |
| 4 | 1076 | 0.3% | |
| 5 | 602 | 0.2% | |
| 6 | 343 | 0.1% | |
| 7 | 298 | 0.1% | |
| 9 | 206 | 0.1% | |
| 8 | 185 | 0.1% | |
| Other values (14) | 525 | 0.2% | |
| (Missing) | 41519 | 13.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 222233 | 72.3% | |
| 1 | 33147 | 10.8% | |
| 2 | 5386 | 1.8% | |
| 3 | 1991 | 0.6% | |
| 4 | 1076 | 0.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 27 | 1 | < 0.1% | |
| 24 | 1 | < 0.1% | |
| 23 | 1 | < 0.1% | |
| 22 | 1 | < 0.1% | |
| 19 | 3 | < 0.1% |
AMT_REQ_CREDIT_BUREAU_QRT
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 13.5% |
| Missing (n) | 41519 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.2654741496 |
|---|---|
| Minimum | 0 |
| Maximum | 261 |
| Zeros (%) | 70.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 261 |
| Range | 261 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.7940556483 |
|---|---|
| Coef of variation | 2.991084629 |
| Kurtosis | 43707.46475 |
| Mean | 0.2654741496 |
| MAD | 0.4299952245 |
| Skewness | 134.365776 |
| Sum | 70614 |
| Variance | 0.6305243726 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) | |
| 0 | 215417 | 70.1% | |
| 1 | 33862 | 11.0% | |
| 2 | 14412 | 4.7% | |
| 3 | 1717 | 0.6% | |
| 4 | 476 | 0.2% | |
| 5 | 64 | < 0.1% | |
| 6 | 28 | < 0.1% | |
| 7 | 7 | < 0.1% | |
| 8 | 7 | < 0.1% | |
| 19 | 1 | < 0.1% | |
| (Missing) | 41519 | 13.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 215417 | 70.1% | |
| 1 | 33862 | 11.0% | |
| 2 | 14412 | 4.7% | |
| 3 | 1717 | 0.6% | |
| 4 | 476 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 261 | 1 | < 0.1% | |
| 19 | 1 | < 0.1% | |
| 8 | 7 | < 0.1% | |
| 7 | 7 | < 0.1% | |
| 6 | 28 | < 0.1% |
AMT_REQ_CREDIT_BUREAU_WEEK
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 13.5% |
| Missing (n) | 41519 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.0343619357 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros (%) | 83.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.2046848758 |
|---|---|
| Coef of variation | 5.956732985 |
| Kurtosis | 166.75223 |
| Mean | 0.0343619357 |
| MAD | 0.06651844053 |
| Skewness | 9.293572552 |
| Sum | 9140 |
| Variance | 0.04189589839 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 257456 | 83.7% | |
| 1 | 8208 | 2.7% | |
| 2 | 199 | 0.1% | |
| 3 | 58 | < 0.1% | |
| 4 | 34 | < 0.1% | |
| 6 | 20 | < 0.1% | |
| 5 | 10 | < 0.1% | |
| 8 | 5 | < 0.1% | |
| 7 | 2 | < 0.1% | |
| (Missing) | 41519 | 13.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 257456 | 83.7% | |
| 1 | 8208 | 2.7% | |
| 2 | 199 | 0.1% | |
| 3 | 58 | < 0.1% | |
| 4 | 34 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8 | 5 | < 0.1% | |
| 7 | 2 | < 0.1% | |
| 6 | 20 | < 0.1% | |
| 5 | 10 | < 0.1% | |
| 4 | 34 | < 0.1% |
AMT_REQ_CREDIT_BUREAU_YEAR
Numeric
| Distinct count | 26 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 13.5% |
| Missing (n) | 41519 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.899974435 |
|---|---|
| Minimum | 0 |
| Maximum | 25 |
| Zeros (%) | 23.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 25 |
| Range | 25 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 1.869294998 |
|---|---|
| Coef of variation | 0.9838527106 |
| Kurtosis | 1.969034037 |
| Mean | 1.899974435 |
| MAD | 1.454802727 |
| Skewness | 1.243590004 |
| Sum | 505378 |
| Variance | 3.49426379 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) | |
| 0 | 71801 | 23.3% | |
| 1 | 63405 | 20.6% | |
| 2 | 50192 | 16.3% | |
| 3 | 33628 | 10.9% | |
| 4 | 20714 | 6.7% | |
| 5 | 12052 | 3.9% | |
| 6 | 6967 | 2.3% | |
| 7 | 3869 | 1.3% | |
| 8 | 2127 | 0.7% | |
| 9 | 1096 | 0.4% | |
| Other values (15) | 141 | < 0.1% | |
| (Missing) | 41519 | 13.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 71801 | 23.3% | |
| 1 | 63405 | 20.6% | |
| 2 | 50192 | 16.3% | |
| 3 | 33628 | 10.9% | |
| 4 | 20714 | 6.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 25 | 1 | < 0.1% | |
| 23 | 1 | < 0.1% | |
| 22 | 1 | < 0.1% | |
| 21 | 1 | < 0.1% | |
| 20 | 1 | < 0.1% |
APARTMENTS_AVG
Numeric
| Distinct count | 2340 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 50.7% |
| Missing (n) | 156061 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1174404992 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0082 |
| Q1 | 0.0577 |
| Median | 0.0876 |
| Q3 | 0.1485 |
| 95-th percentile | 0.3268 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0908 |
Descriptive statistics
| Standard deviation | 0.1082402913 |
|---|---|
| Coef of variation | 0.9216606883 |
| Kurtosis | 11.39376679 |
| Mean | 0.1174404992 |
| MAD | 0.07328633617 |
| Skewness | 2.641835786 |
| Sum | 17786.3636 |
| Variance | 0.01171596066 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.0825 | 6663 | 2.2% | |
| 0.0619 | 6332 | 2.1% | |
| 0.0928 | 4404 | 1.4% | |
| 0.0722 | 3986 | 1.3% | |
| 0.0082 | 3507 | 1.1% | |
| 0.0165 | 3027 | 1.0% | |
| 0.1031 | 2892 | 0.9% | |
| 0.1485 | 2769 | 0.9% | |
| 0.0124 | 2721 | 0.9% | |
| 0.0742 | 2231 | 0.7% | |
| Other values (2329) | 112918 | 36.7% | |
| (Missing) | 156061 | 50.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 751 | 0.2% | |
| 0.001 | 197 | 0.1% | |
| 0.0014 | 1 | < 0.1% | |
| 0.0015 | 6 | < 0.1% | |
| 0.0017 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 147 | < 0.1% | |
| 0.9907 | 2 | < 0.1% | |
| 0.9897 | 1 | < 0.1% | |
| 0.9876 | 7 | < 0.1% | |
| 0.9814 | 9 | < 0.1% |
APARTMENTS_MEDI
Numeric
| Distinct count | 1149 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 50.7% |
| Missing (n) | 156061 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1178499208 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0083 |
| Q1 | 0.0583 |
| Median | 0.0864 |
| Q3 | 0.1489 |
| 95-th percentile | 0.33 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0906 |
Descriptive statistics
| Standard deviation | 0.109075906 |
|---|---|
| Coef of variation | 0.9255492519 |
| Kurtosis | 11.24218957 |
| Mean | 0.1178499208 |
| MAD | 0.07375273042 |
| Skewness | 2.639255507 |
| Sum | 17848.3705 |
| Variance | 0.01189755327 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.0833 | 7109 | 2.3% | |
| 0.0625 | 6687 | 2.2% | |
| 0.0937 | 4622 | 1.5% | |
| 0.0729 | 4211 | 1.4% | |
| 0.0083 | 3562 | 1.2% | |
| 0.0167 | 3098 | 1.0% | |
| 0.1041 | 3097 | 1.0% | |
| 0.1499 | 2992 | 1.0% | |
| 0.0125 | 2801 | 0.9% | |
| 0.0749 | 2559 | 0.8% | |
| Other values (1138) | 110712 | 36.0% | |
| (Missing) | 156061 | 50.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 771 | 0.3% | |
| 0.001 | 199 | 0.1% | |
| 0.0016 | 6 | < 0.1% | |
| 0.0021 | 808 | 0.3% | |
| 0.0026 | 13 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 142 | < 0.1% | |
| 0.9993 | 1 | < 0.1% | |
| 0.9972 | 7 | < 0.1% | |
| 0.991 | 9 | < 0.1% | |
| 0.9899 | 1 | < 0.1% |
APARTMENTS_MODE
Numeric
| Distinct count | 761 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 50.7% |
| Missing (n) | 156061 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1142310069 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0084 |
| Q1 | 0.0525 |
| Median | 0.084 |
| Q3 | 0.1439 |
| 95-th percentile | 0.3193 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0914 |
Descriptive statistics
| Standard deviation | 0.1079360391 |
|---|---|
| Coef of variation | 0.9448926521 |
| Kurtosis | 11.74605563 |
| Mean | 0.1142310069 |
| MAD | 0.07243614951 |
| Skewness | 2.703051654 |
| Sum | 17300.286 |
| Variance | 0.01165018853 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.084 | 7522 | 2.4% | |
| 0.063 | 7451 | 2.4% | |
| 0.0945 | 4757 | 1.5% | |
| 0.0735 | 4388 | 1.4% | |
| 0.0084 | 3970 | 1.3% | |
| 0.0168 | 3324 | 1.1% | |
| 0.105 | 3116 | 1.0% | |
| 0.1513 | 3039 | 1.0% | |
| 0.0126 | 3034 | 1.0% | |
| 0.0756 | 2973 | 1.0% | |
| Other values (750) | 107876 | 35.1% | |
| (Missing) | 156061 | 50.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 976 | 0.3% | |
| 0.0011 | 285 | 0.1% | |
| 0.0021 | 1006 | 0.3% | |
| 0.0032 | 431 | 0.1% | |
| 0.0042 | 1069 | 0.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 150 | < 0.1% | |
| 0.9989 | 1 | < 0.1% | |
| 0.9947 | 1 | < 0.1% | |
| 0.9884 | 1 | < 0.1% | |
| 0.9853 | 1 | < 0.1% |
BASEMENTAREA_AVG
Numeric
| Distinct count | 3781 |
|---|---|
| Unique (%) | 1.2% |
| Missing (%) | 58.5% |
| Missing (n) | 179943 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.08844221905 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 4.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.0442 |
| Median | 0.0763 |
| Q3 | 0.1122 |
| 95-th percentile | 0.2237 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.068 |
Descriptive statistics
| Standard deviation | 0.08243815874 |
|---|---|
| Coef of variation | 0.9321131878 |
| Kurtosis | 25.93012027 |
| Mean | 0.08844221905 |
| MAD | 0.05236142445 |
| Skewness | 3.566306126 |
| Sum | 11282.397 |
| Variance | 0.006796050016 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 14745 | 4.8% | |
| 0.0545 | 251 | 0.1% | |
| 0.0818 | 251 | 0.1% | |
| 0.0727 | 248 | 0.1% | |
| 0.1091 | 246 | 0.1% | |
| 0.0796 | 245 | 0.1% | |
| 0.08 | 239 | 0.1% | |
| 0.0805 | 230 | 0.1% | |
| 0.0764 | 220 | 0.1% | |
| 0.0793 | 211 | 0.1% | |
| Other values (3770) | 110682 | 36.0% | |
| (Missing) | 179943 | 58.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 14745 | 4.8% | |
| 0.0001 | 99 | < 0.1% | |
| 0.0002 | 38 | < 0.1% | |
| 0.0003 | 8 | < 0.1% | |
| 0.0004 | 33 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 130 | < 0.1% | |
| 0.9945 | 1 | < 0.1% | |
| 0.9694 | 2 | < 0.1% | |
| 0.9682 | 1 | < 0.1% | |
| 0.9677 | 1 | < 0.1% |
BASEMENTAREA_MEDI
Numeric
| Distinct count | 3773 |
|---|---|
| Unique (%) | 1.2% |
| Missing (%) | 58.5% |
| Missing (n) | 179943 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.08795485467 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 4.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.0437 |
| Median | 0.0758 |
| Q3 | 0.1116 |
| 95-th percentile | 0.2231 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0679 |
Descriptive statistics
| Standard deviation | 0.08217874951 |
|---|---|
| Coef of variation | 0.9343287511 |
| Kurtosis | 25.82976083 |
| Mean | 0.08795485467 |
| MAD | 0.05224764411 |
| Skewness | 3.553039527 |
| Sum | 11220.2249 |
| Variance | 0.006753346872 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 14991 | 4.9% | |
| 0.0818 | 271 | 0.1% | |
| 0.1091 | 266 | 0.1% | |
| 0.0545 | 265 | 0.1% | |
| 0.0727 | 248 | 0.1% | |
| 0.0796 | 246 | 0.1% | |
| 0.08 | 240 | 0.1% | |
| 0.0805 | 234 | 0.1% | |
| 0.0655 | 221 | 0.1% | |
| 0.0797 | 209 | 0.1% | |
| Other values (3762) | 110377 | 35.9% | |
| (Missing) | 179943 | 58.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 14991 | 4.9% | |
| 0.0001 | 106 | < 0.1% | |
| 0.0002 | 39 | < 0.1% | |
| 0.0003 | 8 | < 0.1% | |
| 0.0004 | 31 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 130 | < 0.1% | |
| 0.9945 | 1 | < 0.1% | |
| 0.9694 | 2 | < 0.1% | |
| 0.9682 | 1 | < 0.1% | |
| 0.9677 | 1 | < 0.1% |
BASEMENTAREA_MODE
Numeric
| Distinct count | 3842 |
|---|---|
| Unique (%) | 1.2% |
| Missing (%) | 58.5% |
| Missing (n) | 179943 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.08754321225 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 5.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.0407 |
| Median | 0.0746 |
| Q3 | 0.1124 |
| 95-th percentile | 0.2277 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0717 |
Descriptive statistics
| Standard deviation | 0.08430717487 |
|---|---|
| Coef of variation | 0.963034971 |
| Kurtosis | 24.43118634 |
| Mean | 0.08754321225 |
| MAD | 0.05376134996 |
| Skewness | 3.481532853 |
| Sum | 11167.7125 |
| Variance | 0.007107699734 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 16598 | 5.4% | |
| 0.0566 | 269 | 0.1% | |
| 0.0849 | 265 | 0.1% | |
| 0.0642 | 253 | 0.1% | |
| 0.083 | 251 | 0.1% | |
| 0.1132 | 243 | 0.1% | |
| 0.0792 | 241 | 0.1% | |
| 0.0826 | 238 | 0.1% | |
| 0.0679 | 222 | 0.1% | |
| 0.0755 | 215 | 0.1% | |
| Other values (3831) | 108773 | 35.4% | |
| (Missing) | 179943 | 58.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 16598 | 5.4% | |
| 0.0001 | 105 | < 0.1% | |
| 0.0002 | 41 | < 0.1% | |
| 0.0003 | 10 | < 0.1% | |
| 0.0004 | 33 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 133 | < 0.1% | |
| 0.991 | 2 | < 0.1% | |
| 0.9842 | 2 | < 0.1% | |
| 0.9787 | 4 | < 0.1% | |
| 0.9578 | 1 | < 0.1% |
CNT_CHILDREN
Numeric
| Distinct count | 15 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.4170517477 |
|---|---|
| Minimum | 0 |
| Maximum | 19 |
| Zeros (%) | 70.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.7221213844 |
|---|---|
| Coef of variation | 1.731491088 |
| Kurtosis | 7.904106359 |
| Mean | 0.4170517477 |
| MAD | 0.5841797657 |
| Skewness | 1.97460447 |
| Sum | 128248 |
| Variance | 0.5214592939 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=15)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 4.5 5.5 7.5 19. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 215371 | 70.0% | |
| 1 | 61119 | 19.9% | |
| 2 | 26749 | 8.7% | |
| 3 | 3717 | 1.2% | |
| 4 | 429 | 0.1% | |
| 5 | 84 | < 0.1% | |
| 6 | 21 | < 0.1% | |
| 7 | 7 | < 0.1% | |
| 14 | 3 | < 0.1% | |
| 19 | 2 | < 0.1% | |
| Other values (5) | 9 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 215371 | 70.0% | |
| 1 | 61119 | 19.9% | |
| 2 | 26749 | 8.7% | |
| 3 | 3717 | 1.2% | |
| 4 | 429 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 19 | 2 | < 0.1% | |
| 14 | 3 | < 0.1% | |
| 12 | 2 | < 0.1% | |
| 11 | 1 | < 0.1% | |
| 10 | 2 | < 0.1% |
CNT_FAM_MEMBERS
Numeric
| Distinct count | 18 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 2 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.15266545 |
|---|---|
| Minimum | 1 |
| Maximum | 20 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 20 |
| Range | 19 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.9106815692 |
|---|---|
| Coef of variation | 0.4230483511 |
| Kurtosis | 2.801976981 |
| Mean | 2.15266545 |
| MAD | 0.6658701732 |
| Skewness | 0.9875428137 |
| Sum | 661964 |
| Variance | 0.8293409204 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) | |
| 2 | 158357 | 51.5% | |
| 1 | 67847 | 22.1% | |
| 3 | 52601 | 17.1% | |
| 4 | 24697 | 8.0% | |
| 5 | 3478 | 1.1% | |
| 6 | 408 | 0.1% | |
| 7 | 81 | < 0.1% | |
| 8 | 20 | < 0.1% | |
| 9 | 6 | < 0.1% | |
| 10 | 3 | < 0.1% | |
| Other values (7) | 11 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 67847 | 22.1% | |
| 2 | 158357 | 51.5% | |
| 3 | 52601 | 17.1% | |
| 4 | 24697 | 8.0% | |
| 5 | 3478 | 1.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 20 | 2 | < 0.1% | |
| 16 | 2 | < 0.1% | |
| 15 | 1 | < 0.1% | |
| 14 | 2 | < 0.1% | |
| 13 | 1 | < 0.1% |
CODE_GENDER
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| F | |
|---|---|
| M | |
| XNA | 4 |
| Value | Count | Frequency (%) | |
| F | 202448 | 65.8% | |
| M | 105059 | 34.2% | |
| XNA | 4 | < 0.1% |
| Max length | 3 |
|---|---|
| Mean length | 1.000026015 |
| Min length | 1 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
COMMONAREA_AVG
Numeric
| Distinct count | 3182 |
|---|---|
| Unique (%) | 1.0% |
| Missing (%) | 69.9% |
| Missing (n) | 214865 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.04462071541 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 2.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.0078 |
| Median | 0.0211 |
| Q3 | 0.0515 |
| 95-th percentile | 0.1601 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0437 |
Descriptive statistics
| Standard deviation | 0.07603574505 |
|---|---|
| Coef of variation | 1.704045853 |
| Kurtosis | 45.98801696 |
| Mean | 0.04462071541 |
| MAD | 0.04202350883 |
| Skewness | 5.457305396 |
| Sum | 4133.9308 |
| Variance | 0.005781434525 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 8442 | 2.7% | |
| 0.0079 | 544 | 0.2% | |
| 0.0078 | 475 | 0.2% | |
| 0.008 | 446 | 0.1% | |
| 0.0077 | 414 | 0.1% | |
| 0.0086 | 365 | 0.1% | |
| 0.0014 | 345 | 0.1% | |
| 0.007 | 343 | 0.1% | |
| 0.0013 | 317 | 0.1% | |
| 0.0069 | 314 | 0.1% | |
| Other values (3171) | 80641 | 26.2% | |
| (Missing) | 214865 | 69.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 8442 | 2.7% | |
| 0.0001 | 45 | < 0.1% | |
| 0.0002 | 67 | < 0.1% | |
| 0.0003 | 84 | < 0.1% | |
| 0.0004 | 62 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 92 | < 0.1% | |
| 0.9937 | 2 | < 0.1% | |
| 0.9906 | 2 | < 0.1% | |
| 0.9833 | 1 | < 0.1% | |
| 0.9601 | 1 | < 0.1% |
COMMONAREA_MEDI
Numeric
| Distinct count | 3203 |
|---|---|
| Unique (%) | 1.0% |
| Missing (%) | 69.9% |
| Missing (n) | 214865 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.04459510179 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 2.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.0079 |
| Median | 0.0208 |
| Q3 | 0.0513 |
| 95-th percentile | 0.1609 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0434 |
Descriptive statistics
| Standard deviation | 0.07614426224 |
|---|---|
| Coef of variation | 1.707457976 |
| Kurtosis | 45.26358612 |
| Mean | 0.04459510179 |
| MAD | 0.04212149949 |
| Skewness | 5.419238452 |
| Sum | 4131.5578 |
| Variance | 0.005797948672 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 8691 | 2.8% | |
| 0.0079 | 581 | 0.2% | |
| 0.008 | 486 | 0.2% | |
| 0.0078 | 481 | 0.2% | |
| 0.0014 | 377 | 0.1% | |
| 0.0086 | 376 | 0.1% | |
| 0.0081 | 337 | 0.1% | |
| 0.0071 | 336 | 0.1% | |
| 0.0087 | 309 | 0.1% | |
| 0.0012 | 308 | 0.1% | |
| Other values (3192) | 80364 | 26.1% | |
| (Missing) | 214865 | 69.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 8691 | 2.8% | |
| 0.0001 | 57 | < 0.1% | |
| 0.0002 | 49 | < 0.1% | |
| 0.0003 | 73 | < 0.1% | |
| 0.0004 | 63 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 90 | < 0.1% | |
| 0.9969 | 2 | < 0.1% | |
| 0.9896 | 1 | < 0.1% | |
| 0.9662 | 1 | < 0.1% | |
| 0.9613 | 1 | < 0.1% |
COMMONAREA_MODE
Numeric
| Distinct count | 3129 |
|---|---|
| Unique (%) | 1.0% |
| Missing (%) | 69.9% |
| Missing (n) | 214865 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.04255313775 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 3.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.0072 |
| Median | 0.019 |
| Q3 | 0.049 |
| 95-th percentile | 0.1532 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0418 |
Descriptive statistics
| Standard deviation | 0.07444452254 |
|---|---|
| Coef of variation | 1.749448489 |
| Kurtosis | 48.86099191 |
| Mean | 0.04255313775 |
| MAD | 0.04077390279 |
| Skewness | 5.620589225 |
| Sum | 3942.378 |
| Variance | 0.005541986936 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 9690 | 3.2% | |
| 0.008 | 546 | 0.2% | |
| 0.0079 | 543 | 0.2% | |
| 0.0078 | 518 | 0.2% | |
| 0.0081 | 416 | 0.1% | |
| 0.0087 | 397 | 0.1% | |
| 0.0014 | 394 | 0.1% | |
| 0.007 | 363 | 0.1% | |
| 0.0071 | 341 | 0.1% | |
| 0.0012 | 332 | 0.1% | |
| Other values (3118) | 79106 | 25.7% | |
| (Missing) | 214865 | 69.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 9690 | 3.2% | |
| 0.0001 | 60 | < 0.1% | |
| 0.0002 | 52 | < 0.1% | |
| 0.0003 | 68 | < 0.1% | |
| 0.0004 | 63 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 89 | < 0.1% | |
| 0.9997 | 2 | < 0.1% | |
| 0.9923 | 1 | < 0.1% | |
| 0.9689 | 1 | < 0.1% | |
| 0.9639 | 1 | < 0.1% |
DAYS_BIRTH
Numeric
| Distinct count | 17460 |
|---|---|
| Unique (%) | 5.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -16036.99507 |
|---|---|
| Minimum | -25229 |
| Maximum | -7489 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -25229 |
|---|---|
| 5-th percentile | -23204 |
| Q1 | -19682 |
| Median | -15750 |
| Q3 | -12413 |
| 95-th percentile | -9407 |
| Maximum | -7489 |
| Range | 17740 |
| Interquartile range | 7269 |
Descriptive statistics
| Standard deviation | 4363.988632 |
|---|---|
| Coef of variation | -0.2721200957 |
| Kurtosis | -1.04912577 |
| Mean | -16036.99507 |
| MAD | 3728.371854 |
| Skewness | -0.1156733117 |
| Sum | -4931552390 |
| Variance | 19044396.78 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[-25229. -25198.5 -25016.5 -24835.5 -24625.5 ... -8448.5 -8400.5 -8052.5 -7674.5 -7489. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| -13749 | 43 | < 0.1% | |
| -13481 | 42 | < 0.1% | |
| -18248 | 41 | < 0.1% | |
| -10020 | 41 | < 0.1% | |
| -15771 | 40 | < 0.1% | |
| -10292 | 40 | < 0.1% | |
| -14395 | 39 | < 0.1% | |
| -14267 | 39 | < 0.1% | |
| -13263 | 39 | < 0.1% | |
| -11664 | 39 | < 0.1% | |
| Other values (17450) | 307108 | 99.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -25229 | 1 | < 0.1% | |
| -25201 | 2 | < 0.1% | |
| -25200 | 1 | < 0.1% | |
| -25197 | 2 | < 0.1% | |
| -25196 | 4 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| -7489 | 1 | < 0.1% | |
| -7673 | 1 | < 0.1% | |
| -7676 | 2 | < 0.1% | |
| -7678 | 3 | < 0.1% | |
| -7679 | 1 | < 0.1% |
DAYS_EMPLOYED
Numeric
| Distinct count | 12574 |
|---|---|
| Unique (%) | 4.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 63815.0459 |
|---|---|
| Minimum | -17912 |
| Maximum | 365243 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | -17912 |
|---|---|
| 5-th percentile | -6742.5 |
| Q1 | -2760 |
| Median | -1213 |
| Q3 | -289 |
| 95-th percentile | 365243 |
| Maximum | 365243 |
| Range | 383155 |
| Interquartile range | 2471 |
Descriptive statistics
| Standard deviation | 141275.7665 |
|---|---|
| Coef of variation | 2.213831621 |
| Kurtosis | 0.7716123807 |
| Mean | 63815.0459 |
| MAD | 108557.2323 |
| Skewness | 1.664346198 |
| Sum | 1.962382858e+10 |
| Variance | 1.995884221e+10 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[-1.791200e+04 -1.666450e+04 -1.554250e+04 -1.448000e+04 -1.358250e+04 ... -7.250000e+01 -4.050000e+01 -5.000000e-01 1.826215e+05 3.652430e+05], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 365243 | 55374 | 18.0% | |
| -200 | 156 | 0.1% | |
| -224 | 152 | < 0.1% | |
| -199 | 151 | < 0.1% | |
| -230 | 151 | < 0.1% | |
| -212 | 150 | < 0.1% | |
| -229 | 143 | < 0.1% | |
| -384 | 143 | < 0.1% | |
| -231 | 140 | < 0.1% | |
| -215 | 138 | < 0.1% | |
| Other values (12564) | 250813 | 81.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -17912 | 1 | < 0.1% | |
| -17583 | 1 | < 0.1% | |
| -17546 | 1 | < 0.1% | |
| -17531 | 1 | < 0.1% | |
| -17522 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 365243 | 55374 | 18.0% | |
| 0 | 2 | < 0.1% | |
| -1 | 1 | < 0.1% | |
| -2 | 2 | < 0.1% | |
| -3 | 3 | < 0.1% |
DAYS_ID_PUBLISH
Numeric
| Distinct count | 6168 |
|---|---|
| Unique (%) | 2.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -2994.202373 |
|---|---|
| Minimum | -7197 |
| Maximum | 0 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | -7197 |
|---|---|
| 5-th percentile | -4944 |
| Q1 | -4299 |
| Median | -3254 |
| Q3 | -1720 |
| 95-th percentile | -375 |
| Maximum | 0 |
| Range | 7197 |
| Interquartile range | 2579 |
Descriptive statistics
| Standard deviation | 1509.450419 |
|---|---|
| Coef of variation | -0.5041243813 |
| Kurtosis | -1.106807894 |
| Mean | -2994.202373 |
| MAD | 1316.242613 |
| Skewness | 0.3493274932 |
| Sum | -920750166 |
| Variance | 2278440.567 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[-7.1970e+03 -6.2695e+03 -6.1655e+03 -6.0965e+03 -5.7435e+03 ... -8.5500e+01 -2.2500e+01 -8.5000e+00 -5.5000e+00 0.0000e+00], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| -4053 | 169 | 0.1% | |
| -4095 | 162 | 0.1% | |
| -4046 | 161 | 0.1% | |
| -4417 | 159 | 0.1% | |
| -4256 | 158 | 0.1% | |
| -4151 | 157 | 0.1% | |
| -4032 | 157 | 0.1% | |
| -4200 | 156 | 0.1% | |
| -4214 | 155 | 0.1% | |
| -4171 | 155 | 0.1% | |
| Other values (6158) | 305922 | 99.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -7197 | 1 | < 0.1% | |
| -6551 | 1 | < 0.1% | |
| -6383 | 1 | < 0.1% | |
| -6337 | 1 | < 0.1% | |
| -6274 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0 | 16 | < 0.1% | |
| -1 | 64 | < 0.1% | |
| -2 | 50 | < 0.1% | |
| -3 | 51 | < 0.1% | |
| -4 | 57 | < 0.1% |
DAYS_LAST_PHONE_CHANGE
Numeric
| Distinct count | 3774 |
|---|---|
| Unique (%) | 1.2% |
| Missing (%) | < 0.1% |
| Missing (n) | 1 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -962.8587883 |
|---|---|
| Minimum | -4292 |
| Maximum | 0 |
| Zeros (%) | 12.3% |
Quantile statistics
| Minimum | -4292 |
|---|---|
| 5-th percentile | -2522 |
| Q1 | -1570 |
| Median | -757 |
| Q3 | -274 |
| 95-th percentile | 0 |
| Maximum | 0 |
| Range | 4292 |
| Interquartile range | 1296 |
Descriptive statistics
| Standard deviation | 826.808487 |
|---|---|
| Coef of variation | -0.858701709 |
| Kurtosis | -0.3085799414 |
| Mean | -962.8587883 |
| MAD | 696.2769861 |
| Skewness | -0.7136056679 |
| Sum | -296088706 |
| Variance | 683612.2742 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 37672 | 12.3% | |
| -1 | 2812 | 0.9% | |
| -2 | 2318 | 0.8% | |
| -3 | 1763 | 0.6% | |
| -4 | 1285 | 0.4% | |
| -5 | 824 | 0.3% | |
| -6 | 537 | 0.2% | |
| -7 | 442 | 0.1% | |
| -8 | 278 | 0.1% | |
| -476 | 222 | 0.1% | |
| Other values (3763) | 259357 | 84.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -4292 | 1 | < 0.1% | |
| -4185 | 1 | < 0.1% | |
| -4173 | 1 | < 0.1% | |
| -4153 | 1 | < 0.1% | |
| -4131 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0 | 37672 | 12.3% | |
| -1 | 2812 | 0.9% | |
| -2 | 2318 | 0.8% | |
| -3 | 1763 | 0.6% | |
| -4 | 1285 | 0.4% |
DAYS_REGISTRATION
Numeric
| Distinct count | 15688 |
|---|---|
| Unique (%) | 5.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -4986.120328 |
|---|---|
| Minimum | -24672 |
| Maximum | 0 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | -24672 |
|---|---|
| 5-th percentile | -11416 |
| Q1 | -7479.5 |
| Median | -4504 |
| Q3 | -2010 |
| 95-th percentile | -330 |
| Maximum | 0 |
| Range | 24672 |
| Interquartile range | 5469.5 |
Descriptive statistics
| Standard deviation | 3522.886321 |
|---|---|
| Coef of variation | -0.706538569 |
| Kurtosis | -0.3213466019 |
| Mean | -4986.120328 |
| MAD | 2915.43984 |
| Skewness | -0.5908716157 |
| Sum | -1533286848 |
| Variance | 12410728.03 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[-2.46720e+04 -2.09110e+04 -1.84015e+04 -1.73355e+04 -1.65365e+04 ... -9.25000e+01 -2.35000e+01 -7.50000e+00 -5.00000e-01 0.00000e+00], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| -1 | 113 | < 0.1% | |
| -7 | 98 | < 0.1% | |
| -6 | 96 | < 0.1% | |
| -2 | 92 | < 0.1% | |
| -4 | 92 | < 0.1% | |
| -5 | 86 | < 0.1% | |
| -9 | 84 | < 0.1% | |
| -3 | 84 | < 0.1% | |
| 0 | 80 | < 0.1% | |
| -21 | 80 | < 0.1% | |
| Other values (15678) | 306606 | 99.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -24672 | 1 | < 0.1% | |
| -23738 | 1 | < 0.1% | |
| -23416 | 1 | < 0.1% | |
| -22928 | 1 | < 0.1% | |
| -22858 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0 | 80 | < 0.1% | |
| -1 | 113 | < 0.1% | |
| -2 | 92 | < 0.1% | |
| -3 | 84 | < 0.1% | |
| -4 | 92 | < 0.1% |
DEF_30_CNT_SOCIAL_CIRCLE
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.3% |
| Missing (n) | 1021 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1434206663 |
|---|---|
| Minimum | 0 |
| Maximum | 34 |
| Zeros (%) | 88.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 34 |
| Range | 34 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.4466984294 |
|---|---|
| Coef of variation | 3.114602944 |
| Kurtosis | 126.3124449 |
| Mean | 0.1434206663 |
| MAD | 0.2539297781 |
| Skewness | 5.183517952 |
| Sum | 43957 |
| Variance | 0.1995394868 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) | |
| 0 | 271324 | 88.2% | |
| 1 | 28328 | 9.2% | |
| 2 | 5323 | 1.7% | |
| 3 | 1192 | 0.4% | |
| 4 | 253 | 0.1% | |
| 5 | 56 | < 0.1% | |
| 6 | 11 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 8 | 1 | < 0.1% | |
| 34 | 1 | < 0.1% | |
| (Missing) | 1021 | 0.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 271324 | 88.2% | |
| 1 | 28328 | 9.2% | |
| 2 | 5323 | 1.7% | |
| 3 | 1192 | 0.4% | |
| 4 | 253 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 34 | 1 | < 0.1% | |
| 8 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 6 | 11 | < 0.1% | |
| 5 | 56 | < 0.1% |
DEF_60_CNT_SOCIAL_CIRCLE
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.3% |
| Missing (n) | 1021 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1000489412 |
|---|---|
| Minimum | 0 |
| Maximum | 24 |
| Zeros (%) | 91.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 24 |
| Range | 24 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.362290804 |
|---|---|
| Coef of variation | 3.621135811 |
| Kurtosis | 86.56285559 |
| Mean | 0.1000489412 |
| MAD | 0.1832740959 |
| Skewness | 5.277878293 |
| Sum | 30664 |
| Variance | 0.1312546266 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 280721 | 91.3% | |
| 1 | 21841 | 7.1% | |
| 2 | 3170 | 1.0% | |
| 3 | 598 | 0.2% | |
| 4 | 135 | < 0.1% | |
| 5 | 20 | < 0.1% | |
| 6 | 3 | < 0.1% | |
| 24 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| (Missing) | 1021 | 0.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 280721 | 91.3% | |
| 1 | 21841 | 7.1% | |
| 2 | 3170 | 1.0% | |
| 3 | 598 | 0.2% | |
| 4 | 135 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 24 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 6 | 3 | < 0.1% | |
| 5 | 20 | < 0.1% | |
| 4 | 135 | < 0.1% |
ELEVATORS_AVG
Numeric
| Distinct count | 258 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 53.3% |
| Missing (n) | 163891 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.07894151232 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 27.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0.12 |
| 95-th percentile | 0.36 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.12 |
Descriptive statistics
| Standard deviation | 0.1345760011 |
|---|---|
| Coef of variation | 1.704755801 |
| Kurtosis | 7.869390119 |
| Mean | 0.07894151232 |
| MAD | 0.09788047262 |
| Skewness | 2.439428669 |
| Sum | 11337.58 |
| Variance | 0.01811070007 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 85718 | 27.9% | |
| 0.08 | 9886 | 3.2% | |
| 0.16 | 8806 | 2.9% | |
| 0.24 | 6071 | 2.0% | |
| 0.12 | 5593 | 1.8% | |
| 0.04 | 4585 | 1.5% | |
| 0.2 | 4072 | 1.3% | |
| 0.32 | 2788 | 0.9% | |
| 0.28 | 2272 | 0.7% | |
| 0.4 | 1532 | 0.5% | |
| Other values (247) | 12297 | 4.0% | |
| (Missing) | 163891 | 53.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 85718 | 27.9% | |
| 0.002 | 1 | < 0.1% | |
| 0.0024 | 1 | < 0.1% | |
| 0.0048 | 3 | < 0.1% | |
| 0.0064 | 5 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 158 | 0.1% | |
| 0.96 | 81 | < 0.1% | |
| 0.9332 | 2 | < 0.1% | |
| 0.92 | 20 | < 0.1% | |
| 0.9 | 6 | < 0.1% |
ELEVATORS_MEDI
Numeric
| Distinct count | 47 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 53.3% |
| Missing (n) | 163891 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.07807784431 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 28.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0.12 |
| 95-th percentile | 0.36 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.12 |
Descriptive statistics
| Standard deviation | 0.1344671477 |
|---|---|
| Coef of variation | 1.722219009 |
| Kurtosis | 7.963978005 |
| Mean | 0.07807784431 |
| MAD | 0.09759007144 |
| Skewness | 2.457824084 |
| Sum | 11213.54 |
| Variance | 0.01808141381 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=47)
| Value | Count | Frequency (%) | |
| 0 | 87026 | 28.3% | |
| 0.08 | 10832 | 3.5% | |
| 0.16 | 9278 | 3.0% | |
| 0.24 | 6392 | 2.1% | |
| 0.12 | 5946 | 1.9% | |
| 0.04 | 4852 | 1.6% | |
| 0.2 | 4162 | 1.4% | |
| 0.32 | 2937 | 1.0% | |
| 0.28 | 2317 | 0.8% | |
| 0.4 | 1604 | 0.5% | |
| Other values (36) | 8274 | 2.7% | |
| (Missing) | 163891 | 53.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 87026 | 28.3% | |
| 0.02 | 368 | 0.1% | |
| 0.04 | 4852 | 1.6% | |
| 0.06 | 388 | 0.1% | |
| 0.08 | 10832 | 3.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 158 | 0.1% | |
| 0.96 | 81 | < 0.1% | |
| 0.92 | 20 | < 0.1% | |
| 0.9 | 6 | < 0.1% | |
| 0.88 | 68 | < 0.1% |
ELEVATORS_MODE
Numeric
| Distinct count | 27 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 53.3% |
| Missing (n) | 163891 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.07448973611 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 29.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0.1208 |
| 95-th percentile | 0.3222 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.1208 |
Descriptive statistics
| Standard deviation | 0.1322561442 |
|---|---|
| Coef of variation | 1.775494868 |
| Kurtosis | 8.597942866 |
| Mean | 0.07448973611 |
| MAD | 0.09515933095 |
| Skewness | 2.552281099 |
| Sum | 10698.2159 |
| Variance | 0.01749168767 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) | |
| 0 | 89498 | 29.1% | |
| 0.0806 | 11629 | 3.8% | |
| 0.1611 | 9675 | 3.1% | |
| 0.2417 | 6379 | 2.1% | |
| 0.1208 | 5734 | 1.9% | |
| 0.0403 | 4876 | 1.6% | |
| 0.2014 | 3962 | 1.3% | |
| 0.3222 | 2887 | 0.9% | |
| 0.282 | 2135 | 0.7% | |
| 0.4028 | 1554 | 0.5% | |
| Other values (16) | 5291 | 1.7% | |
| (Missing) | 163891 | 53.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 89498 | 29.1% | |
| 0.0403 | 4876 | 1.6% | |
| 0.0806 | 11629 | 3.8% | |
| 0.1208 | 5734 | 1.9% | |
| 0.1611 | 9675 | 3.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 144 | < 0.1% | |
| 0.9667 | 87 | < 0.1% | |
| 0.9264 | 20 | < 0.1% | |
| 0.8862 | 66 | < 0.1% | |
| 0.8459 | 34 | < 0.1% |
EMERGENCYSTATE_MODE
Boolean
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 47.4% |
| Missing (n) | 145755 |
| No | |
|---|---|
| Yes | 2328 |
| (Missing) |
| Value | Count | Frequency (%) | |
| No | 159428 | 51.8% | |
| Yes | 2328 | 0.8% | |
| (Missing) | 145755 | 47.4% |
ENTRANCES_AVG
Numeric
| Distinct count | 286 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 50.3% |
| Missing (n) | 154828 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1497246701 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0345 |
| Q1 | 0.069 |
| Median | 0.1379 |
| Q3 | 0.2069 |
| 95-th percentile | 0.3103 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.1379 |
Descriptive statistics
| Standard deviation | 0.1000491208 |
|---|---|
| Coef of variation | 0.6682206794 |
| Kurtosis | 11.5932117 |
| Mean | 0.1497246701 |
| MAD | 0.06996517838 |
| Skewness | 2.399716697 |
| Sum | 22860.4118 |
| Variance | 0.01000982656 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.1379 | 34007 | 11.1% | |
| 0.069 | 22956 | 7.5% | |
| 0.1034 | 19533 | 6.4% | |
| 0.2069 | 19062 | 6.2% | |
| 0.0345 | 15380 | 5.0% | |
| 0.1724 | 9185 | 3.0% | |
| 0.2759 | 7895 | 2.6% | |
| 0.2414 | 4165 | 1.4% | |
| 0.3448 | 2066 | 0.7% | |
| 0.3103 | 2049 | 0.7% | |
| Other values (275) | 16385 | 5.3% | |
| (Missing) | 154828 | 50.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 323 | 0.1% | |
| 0.0055 | 1 | < 0.1% | |
| 0.0086 | 2 | < 0.1% | |
| 0.0114 | 1 | < 0.1% | |
| 0.0172 | 7 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 153 | < 0.1% | |
| 0.9655 | 25 | < 0.1% | |
| 0.931 | 21 | < 0.1% | |
| 0.8966 | 52 | < 0.1% | |
| 0.8621 | 14 | < 0.1% |
ENTRANCES_MEDI
Numeric
| Distinct count | 47 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 50.3% |
| Missing (n) | 154828 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1492127807 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0345 |
| Q1 | 0.069 |
| Median | 0.1379 |
| Q3 | 0.2069 |
| 95-th percentile | 0.3103 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.1379 |
Descriptive statistics
| Standard deviation | 0.1003683945 |
|---|---|
| Coef of variation | 0.6726527983 |
| Kurtosis | 11.47406674 |
| Mean | 0.1492127807 |
| MAD | 0.07026056282 |
| Skewness | 2.387710998 |
| Sum | 22782.255 |
| Variance | 0.01007381461 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=47)
| Value | Count | Frequency (%) | |
| 0.1379 | 35535 | 11.6% | |
| 0.069 | 24193 | 7.9% | |
| 0.1034 | 20492 | 6.7% | |
| 0.2069 | 19750 | 6.4% | |
| 0.0345 | 16150 | 5.3% | |
| 0.1724 | 9566 | 3.1% | |
| 0.2759 | 8048 | 2.6% | |
| 0.2414 | 4318 | 1.4% | |
| 0.3448 | 2108 | 0.7% | |
| 0.3103 | 2086 | 0.7% | |
| Other values (36) | 10437 | 3.4% | |
| (Missing) | 154828 | 50.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 329 | 0.1% | |
| 0.0172 | 7 | < 0.1% | |
| 0.0345 | 16150 | 5.3% | |
| 0.0517 | 611 | 0.2% | |
| 0.069 | 24193 | 7.9% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 153 | < 0.1% | |
| 0.9655 | 25 | < 0.1% | |
| 0.931 | 21 | < 0.1% | |
| 0.8966 | 52 | < 0.1% | |
| 0.8621 | 14 | < 0.1% |
ENTRANCES_MODE
Numeric
| Distinct count | 31 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 50.3% |
| Missing (n) | 154828 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1451926586 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0345 |
| Q1 | 0.069 |
| Median | 0.1379 |
| Q3 | 0.2069 |
| 95-th percentile | 0.3103 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.1379 |
Descriptive statistics
| Standard deviation | 0.1009769882 |
|---|---|
| Coef of variation | 0.6954689659 |
| Kurtosis | 11.42245778 |
| Mean | 0.1451926586 |
| MAD | 0.07024146313 |
| Skewness | 2.392343316 |
| Sum | 22168.4507 |
| Variance | 0.01019635214 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) | |
| 0.1379 | 36041 | 11.7% | |
| 0.069 | 26704 | 8.7% | |
| 0.1034 | 20533 | 6.7% | |
| 0.2069 | 19678 | 6.4% | |
| 0.0345 | 19428 | 6.3% | |
| 0.1724 | 8986 | 2.9% | |
| 0.2759 | 8036 | 2.6% | |
| 0.2414 | 4013 | 1.3% | |
| 0.3448 | 2046 | 0.7% | |
| 0.3103 | 2014 | 0.7% | |
| Other values (20) | 5204 | 1.7% | |
| (Missing) | 154828 | 50.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 387 | 0.1% | |
| 0.0345 | 19428 | 6.3% | |
| 0.069 | 26704 | 8.7% | |
| 0.1034 | 20533 | 6.7% | |
| 0.1379 | 36041 | 11.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 152 | < 0.1% | |
| 0.9655 | 25 | < 0.1% | |
| 0.931 | 21 | < 0.1% | |
| 0.8966 | 52 | < 0.1% | |
| 0.8621 | 14 | < 0.1% |
EXT_SOURCE_1
Numeric
| Distinct count | 114585 |
|---|---|
| Unique (%) | 37.3% |
| Missing (%) | 56.4% |
| Missing (n) | 173378 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.5021298057 |
|---|---|
| Minimum | 0.01456813241 |
| Maximum | 0.9626927706 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.01456813241 |
|---|---|
| 5-th percentile | 0.1580212307 |
| Q1 | 0.3340072887 |
| Median | 0.5059979305 |
| Q3 | 0.6750525982 |
| 95-th percentile | 0.8322601466 |
| Maximum | 0.9626927706 |
| Range | 0.9481246381 |
| Interquartile range | 0.3410453096 |
Descriptive statistics
| Standard deviation | 0.2110622493 |
|---|---|
| Coef of variation | 0.4203340389 |
| Kurtosis | -0.9651552848 |
| Mean | 0.5021298057 |
| MAD | 0.1791559886 |
| Skewness | -0.0687550587 |
| Sum | 67352.17722 |
| Variance | 0.04454727307 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.5464264086 | 5 | < 0.1% | |
| 0.5984686928 | 5 | < 0.1% | |
| 0.4990017461 | 5 | < 0.1% | |
| 0.6051516612 | 5 | < 0.1% | |
| 0.443982118 | 5 | < 0.1% | |
| 0.52819743 | 5 | < 0.1% | |
| 0.6227066347 | 5 | < 0.1% | |
| 0.7657236984 | 5 | < 0.1% | |
| 0.5810147956 | 5 | < 0.1% | |
| 0.6677395636 | 5 | < 0.1% | |
| Other values (114574) | 134083 | 43.6% | |
| (Missing) | 173378 | 56.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.01456813241 | 1 | < 0.1% | |
| 0.0146914824 | 1 | < 0.1% | |
| 0.0150529213 | 1 | < 0.1% | |
| 0.01560008058 | 1 | < 0.1% | |
| 0.01709465779 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.9626927706 | 1 | < 0.1% | |
| 0.9516239622 | 1 | < 0.1% | |
| 0.9476493854 | 1 | < 0.1% | |
| 0.9460976144 | 1 | < 0.1% | |
| 0.9460755215 | 1 | < 0.1% |
EXT_SOURCE_2
Numeric
| Distinct count | 119832 |
|---|---|
| Unique (%) | 39.0% |
| Missing (%) | 0.2% |
| Missing (n) | 660 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.5143926741 |
|---|---|
| Minimum | 8.173616519e-08 |
| Maximum | 0.8549996664 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 8.173616519e-08 |
|---|---|
| 5-th percentile | 0.133299146 |
| Q1 | 0.3924574162 |
| Median | 0.5659614261 |
| Q3 | 0.6636170897 |
| 95-th percentile | 0.7477341422 |
| Maximum | 0.8549996664 |
| Range | 0.8549995847 |
| Interquartile range | 0.2711596736 |
Descriptive statistics
| Standard deviation | 0.191060155 |
|---|---|
| Coef of variation | 0.3714286081 |
| Kurtosis | -0.2691308299 |
| Mean | 0.5143926741 |
| MAD | 0.1571668287 |
| Skewness | -0.793576045 |
| Sum | 157841.9064 |
| Variance | 0.03650398282 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.2858978721 | 721 | 0.2% | |
| 0.2622583692 | 417 | 0.1% | |
| 0.2652563402 | 343 | 0.1% | |
| 0.1596792335 | 322 | 0.1% | |
| 0.2653117485 | 306 | 0.1% | |
| 0.2665197754 | 244 | 0.1% | |
| 0.263143591 | 243 | 0.1% | |
| 0.1621445677 | 238 | 0.1% | |
| 0.162192106 | 234 | 0.1% | |
| 0.1631870355 | 184 | 0.1% | |
| Other values (119821) | 303599 | 98.7% | |
| (Missing) | 660 | 0.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 8.173616519e-08 | 1 | < 0.1% | |
| 1.315955581e-06 | 1 | < 0.1% | |
| 5.002108762e-06 | 1 | < 0.1% | |
| 5.600337749e-06 | 1 | < 0.1% | |
| 5.939650929e-06 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.8549996664 | 26 | < 0.1% | |
| 0.8217142128 | 1 | < 0.1% | |
| 0.8213936274 | 1 | < 0.1% | |
| 0.8206159442 | 1 | < 0.1% | |
| 0.8206095061 | 1 | < 0.1% |
EXT_SOURCE_3
Numeric
| Distinct count | 815 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 19.8% |
| Missing (n) | 60965 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.5108529062 |
|---|---|
| Minimum | 0.0005272652387 |
| Maximum | 0.8960095495 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.0005272652387 |
|---|---|
| 5-th percentile | 0.1547436313 |
| Q1 | 0.3706496323 |
| Median | 0.5352762505 |
| Q3 | 0.6690566948 |
| 95-th percentile | 0.7862666147 |
| Maximum | 0.8960095495 |
| Range | 0.8954822843 |
| Interquartile range | 0.2984070625 |
Descriptive statistics
| Standard deviation | 0.1948443645 |
|---|---|
| Coef of variation | 0.3814099168 |
| Kurtosis | -0.663463054 |
| Mean | 0.5108529062 |
| MAD | 0.1626360573 |
| Skewness | -0.4093904596 |
| Sum | 125948.7406 |
| Variance | 0.03796432636 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.7463002131 | 1460 | 0.5% | |
| 0.7136313997 | 1315 | 0.4% | |
| 0.6940926425 | 1276 | 0.4% | |
| 0.6706517531 | 1191 | 0.4% | |
| 0.652896552 | 1154 | 0.4% | |
| 0.5814837058 | 1141 | 0.4% | |
| 0.6894791426 | 1138 | 0.4% | |
| 0.5954562029 | 1136 | 0.4% | |
| 0.5549467685 | 1132 | 0.4% | |
| 0.6212263381 | 1109 | 0.4% | |
| Other values (804) | 234494 | 76.3% | |
| (Missing) | 60965 | 19.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.0005272652387 | 886 | 0.3% | |
| 0.01134571943 | 1 | < 0.1% | |
| 0.01271592386 | 1 | < 0.1% | |
| 0.01394846558 | 1 | < 0.1% | |
| 0.01414826552 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.8960095495 | 1 | < 0.1% | |
| 0.8939760746 | 2 | < 0.1% | |
| 0.8876642018 | 1 | < 0.1% | |
| 0.8854883942 | 3 | < 0.1% | |
| 0.8825303128 | 26 | < 0.1% |
FLAG_CONT_MOBILE
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 0 | 574 |
| Value | Count | Frequency (%) | |
| 1 | 306937 | 99.8% | |
| 0 | 574 | 0.2% |
FLAG_DOCUMENT_10
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 7 |
| Value | Count | Frequency (%) | |
| 0 | 307504 | > 99.9% | |
| 1 | 7 | < 0.1% |
FLAG_DOCUMENT_11
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 1203 |
| Value | Count | Frequency (%) | |
| 0 | 306308 | 99.6% | |
| 1 | 1203 | 0.4% |
FLAG_DOCUMENT_12
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 2 |
| Value | Count | Frequency (%) | |
| 0 | 307509 | > 99.9% | |
| 1 | 2 | < 0.1% |
FLAG_DOCUMENT_13
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 1084 |
| Value | Count | Frequency (%) | |
| 0 | 306427 | 99.6% | |
| 1 | 1084 | 0.4% |
FLAG_DOCUMENT_14
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 903 |
| Value | Count | Frequency (%) | |
| 0 | 306608 | 99.7% | |
| 1 | 903 | 0.3% |
FLAG_DOCUMENT_15
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 372 |
| Value | Count | Frequency (%) | |
| 0 | 307139 | 99.9% | |
| 1 | 372 | 0.1% |
FLAG_DOCUMENT_16
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 3053 |
| Value | Count | Frequency (%) | |
| 0 | 304458 | 99.0% | |
| 1 | 3053 | 1.0% |
FLAG_DOCUMENT_17
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 82 |
| Value | Count | Frequency (%) | |
| 0 | 307429 | > 99.9% | |
| 1 | 82 | < 0.1% |
FLAG_DOCUMENT_18
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 2500 |
| Value | Count | Frequency (%) | |
| 0 | 305011 | 99.2% | |
| 1 | 2500 | 0.8% |
FLAG_DOCUMENT_19
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 183 |
| Value | Count | Frequency (%) | |
| 0 | 307328 | 99.9% | |
| 1 | 183 | 0.1% |
FLAG_DOCUMENT_2
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 13 |
| Value | Count | Frequency (%) | |
| 0 | 307498 | > 99.9% | |
| 1 | 13 | < 0.1% |
FLAG_DOCUMENT_20
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 156 |
| Value | Count | Frequency (%) | |
| 0 | 307355 | 99.9% | |
| 1 | 156 | 0.1% |
FLAG_DOCUMENT_21
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 103 |
| Value | Count | Frequency (%) | |
| 0 | 307408 | > 99.9% | |
| 1 | 103 | < 0.1% |
FLAG_DOCUMENT_3
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 218340 | 71.0% | |
| 0 | 89171 | 29.0% |
FLAG_DOCUMENT_4
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 25 |
| Value | Count | Frequency (%) | |
| 0 | 307486 | > 99.9% | |
| 1 | 25 | < 0.1% |
FLAG_DOCUMENT_5
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 4648 |
| Value | Count | Frequency (%) | |
| 0 | 302863 | 98.5% | |
| 1 | 4648 | 1.5% |
FLAG_DOCUMENT_6
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 27078 |
| Value | Count | Frequency (%) | |
| 0 | 280433 | 91.2% | |
| 1 | 27078 | 8.8% |
FLAG_DOCUMENT_7
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 59 |
| Value | Count | Frequency (%) | |
| 0 | 307452 | > 99.9% | |
| 1 | 59 | < 0.1% |
FLAG_DOCUMENT_8
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 25024 |
| Value | Count | Frequency (%) | |
| 0 | 282487 | 91.9% | |
| 1 | 25024 | 8.1% |
FLAG_DOCUMENT_9
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 1198 |
| Value | Count | Frequency (%) | |
| 0 | 306313 | 99.6% | |
| 1 | 1198 | 0.4% |
FLAG_EMAIL
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 17442 |
| Value | Count | Frequency (%) | |
| 0 | 290069 | 94.3% | |
| 1 | 17442 | 5.7% |
FLAG_EMP_PHONE
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 252125 | 82.0% | |
| 0 | 55386 | 18.0% |
FLAG_MOBIL
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 0 | 1 |
| Value | Count | Frequency (%) | |
| 1 | 307510 | > 99.9% | |
| 0 | 1 | < 0.1% |
FLAG_OWN_CAR
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| N | |
|---|---|
| Y |
| Value | Count | Frequency (%) | |
| N | 202924 | 66.0% | |
| Y | 104587 | 34.0% |
FLAG_OWN_REALTY
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Y | |
|---|---|
| N |
| Value | Count | Frequency (%) | |
| Y | 213312 | 69.4% | |
| N | 94199 | 30.6% |
FLAG_PHONE
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 221080 | 71.9% | |
| 1 | 86431 | 28.1% |
FLAG_WORK_PHONE
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 246203 | 80.1% | |
| 1 | 61308 | 19.9% |
FLOORSMAX_AVG
Numeric
| Distinct count | 404 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 49.8% |
| Missing (n) | 153020 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.226281907 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 1.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0417 |
| Q1 | 0.1667 |
| Median | 0.1667 |
| Q3 | 0.3333 |
| 95-th percentile | 0.4792 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.1666 |
Descriptive statistics
| Standard deviation | 0.1446406995 |
|---|---|
| Coef of variation | 0.6392057652 |
| Kurtosis | 2.432545153 |
| Mean | 0.226281907 |
| MAD | 0.1161153803 |
| Skewness | 1.226453556 |
| Sum | 34958.5181 |
| Variance | 0.02092093197 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.1667 | 61875 | 20.1% | |
| 0.3333 | 31909 | 10.4% | |
| 0.0417 | 14600 | 4.7% | |
| 0.375 | 7926 | 2.6% | |
| 0.125 | 6974 | 2.3% | |
| 0.0833 | 6586 | 2.1% | |
| 0 | 2938 | 1.0% | |
| 0.4583 | 2828 | 0.9% | |
| 0.625 | 1915 | 0.6% | |
| 0.5417 | 1685 | 0.5% | |
| Other values (393) | 15255 | 5.0% | |
| (Missing) | 153020 | 49.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2938 | 1.0% | |
| 0.0067 | 1 | < 0.1% | |
| 0.0083 | 3 | < 0.1% | |
| 0.01 | 4 | < 0.1% | |
| 0.0104 | 5 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 167 | 0.1% | |
| 0.9792 | 1 | < 0.1% | |
| 0.9583 | 83 | < 0.1% | |
| 0.9479 | 2 | < 0.1% | |
| 0.9375 | 4 | < 0.1% |
FLOORSMAX_MEDI
Numeric
| Distinct count | 50 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 49.8% |
| Missing (n) | 153020 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.2258965901 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 1.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0417 |
| Q1 | 0.1667 |
| Median | 0.1667 |
| Q3 | 0.3333 |
| 95-th percentile | 0.4792 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.1666 |
Descriptive statistics
| Standard deviation | 0.1450670259 |
|---|---|
| Coef of variation | 0.6421833365 |
| Kurtosis | 2.468554651 |
| Mean | 0.2258965901 |
| MAD | 0.1165514151 |
| Skewness | 1.240185498 |
| Sum | 34898.9901 |
| Variance | 0.02104444201 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.1667 | 63607 | 20.7% | |
| 0.3333 | 33279 | 10.8% | |
| 0.0417 | 14832 | 4.8% | |
| 0.375 | 8207 | 2.7% | |
| 0.125 | 7079 | 2.3% | |
| 0.0833 | 6657 | 2.2% | |
| 0.4583 | 3089 | 1.0% | |
| 0 | 2995 | 1.0% | |
| 0.625 | 2042 | 0.7% | |
| 0.5417 | 1860 | 0.6% | |
| Other values (39) | 10844 | 3.5% | |
| (Missing) | 153020 | 49.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2995 | 1.0% | |
| 0.0208 | 126 | < 0.1% | |
| 0.0417 | 14832 | 4.8% | |
| 0.0625 | 132 | < 0.1% | |
| 0.0833 | 6657 | 2.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 170 | 0.1% | |
| 0.9792 | 1 | < 0.1% | |
| 0.9583 | 95 | < 0.1% | |
| 0.9375 | 4 | < 0.1% | |
| 0.9167 | 37 | < 0.1% |
FLOORSMAX_MODE
Numeric
| Distinct count | 26 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 49.8% |
| Missing (n) | 153020 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.2223150475 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 1.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0417 |
| Q1 | 0.1667 |
| Median | 0.1667 |
| Q3 | 0.3333 |
| 95-th percentile | 0.4583 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.1666 |
Descriptive statistics
| Standard deviation | 0.1437094066 |
|---|---|
| Coef of variation | 0.6464223103 |
| Kurtosis | 2.535687486 |
| Mean | 0.2223150475 |
| MAD | 0.1151750591 |
| Skewness | 1.2443425 |
| Sum | 34345.674 |
| Variance | 0.02065239354 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) | |
| 0.1667 | 65550 | 21.3% | |
| 0.3333 | 34373 | 11.2% | |
| 0.0417 | 15616 | 5.1% | |
| 0.375 | 8321 | 2.7% | |
| 0.125 | 7267 | 2.4% | |
| 0.0833 | 6785 | 2.2% | |
| 0 | 3415 | 1.1% | |
| 0.4583 | 3216 | 1.0% | |
| 0.625 | 2075 | 0.7% | |
| 0.5417 | 1836 | 0.6% | |
| Other values (15) | 6037 | 2.0% | |
| (Missing) | 153020 | 49.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3415 | 1.1% | |
| 0.0417 | 15616 | 5.1% | |
| 0.0833 | 6785 | 2.2% | |
| 0.125 | 7267 | 2.4% | |
| 0.1667 | 65550 | 21.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 164 | 0.1% | |
| 0.9583 | 94 | < 0.1% | |
| 0.9167 | 38 | < 0.1% | |
| 0.875 | 229 | 0.1% | |
| 0.8333 | 22 | < 0.1% |
FLOORSMIN_AVG
Numeric
| Distinct count | 306 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 67.8% |
| Missing (n) | 208642 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.2318935005 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0417 |
| Q1 | 0.0833 |
| Median | 0.2083 |
| Q3 | 0.375 |
| 95-th percentile | 0.5 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.2917 |
Descriptive statistics
| Standard deviation | 0.1613802888 |
|---|---|
| Coef of variation | 0.6959241568 |
| Kurtosis | 1.338255817 |
| Mean | 0.2318935005 |
| MAD | 0.1245999699 |
| Skewness | 0.9541972815 |
| Sum | 22927.0785 |
| Variance | 0.02604359761 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.2083 | 32875 | 10.7% | |
| 0.375 | 17845 | 5.8% | |
| 0.0417 | 17776 | 5.8% | |
| 0.0833 | 5086 | 1.7% | |
| 0.4167 | 3961 | 1.3% | |
| 0.1667 | 3537 | 1.2% | |
| 0.125 | 3336 | 1.1% | |
| 0 | 2320 | 0.8% | |
| 0.5 | 1688 | 0.5% | |
| 0.6667 | 1194 | 0.4% | |
| Other values (295) | 9251 | 3.0% | |
| (Missing) | 208642 | 67.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2320 | 0.8% | |
| 0.0067 | 3 | < 0.1% | |
| 0.0104 | 3 | < 0.1% | |
| 0.0138 | 1 | < 0.1% | |
| 0.0158 | 4 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 141 | < 0.1% | |
| 0.9792 | 5 | < 0.1% | |
| 0.9583 | 10 | < 0.1% | |
| 0.9408 | 2 | < 0.1% | |
| 0.9304 | 1 | < 0.1% |
FLOORSMIN_MEDI
Numeric
| Distinct count | 48 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 67.8% |
| Missing (n) | 208642 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.231624938 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0417 |
| Q1 | 0.0833 |
| Median | 0.2083 |
| Q3 | 0.375 |
| 95-th percentile | 0.5 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.2917 |
Descriptive statistics
| Standard deviation | 0.1619335415 |
|---|---|
| Coef of variation | 0.699119632 |
| Kurtosis | 1.346573933 |
| Mean | 0.231624938 |
| MAD | 0.1249151995 |
| Skewness | 0.960226455 |
| Sum | 22900.526 |
| Variance | 0.02622247185 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) | |
| 0.2083 | 33737 | 11.0% | |
| 0.375 | 18538 | 6.0% | |
| 0.0417 | 18090 | 5.9% | |
| 0.0833 | 5131 | 1.7% | |
| 0.4167 | 4068 | 1.3% | |
| 0.1667 | 3570 | 1.2% | |
| 0.125 | 3373 | 1.1% | |
| 0 | 2351 | 0.8% | |
| 0.5 | 1835 | 0.6% | |
| 0.6667 | 1261 | 0.4% | |
| Other values (37) | 6915 | 2.2% | |
| (Missing) | 208642 | 67.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2351 | 0.8% | |
| 0.0208 | 50 | < 0.1% | |
| 0.0417 | 18090 | 5.9% | |
| 0.0625 | 51 | < 0.1% | |
| 0.0833 | 5131 | 1.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 147 | < 0.1% | |
| 0.9792 | 5 | < 0.1% | |
| 0.9583 | 14 | < 0.1% | |
| 0.9167 | 130 | < 0.1% | |
| 0.875 | 16 | < 0.1% |
FLOORSMIN_MODE
Numeric
| Distinct count | 26 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 67.8% |
| Missing (n) | 208642 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.2280584926 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0417 |
| Q1 | 0.0833 |
| Median | 0.2083 |
| Q3 | 0.375 |
| 95-th percentile | 0.5 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.2917 |
Descriptive statistics
| Standard deviation | 0.1611597715 |
|---|---|
| Coef of variation | 0.7066598121 |
| Kurtosis | 1.35372559 |
| Mean | 0.2280584926 |
| MAD | 0.1234608689 |
| Skewness | 0.963834755 |
| Sum | 22547.9151 |
| Variance | 0.02597247195 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) | |
| 0.2083 | 34403 | 11.2% | |
| 0.375 | 19042 | 6.2% | |
| 0.0417 | 18917 | 6.2% | |
| 0.0833 | 5349 | 1.7% | |
| 0.4167 | 4105 | 1.3% | |
| 0.1667 | 3636 | 1.2% | |
| 0.125 | 3170 | 1.0% | |
| 0 | 2517 | 0.8% | |
| 0.5 | 1889 | 0.6% | |
| 0.6667 | 1264 | 0.4% | |
| Other values (15) | 4577 | 1.5% | |
| (Missing) | 208642 | 67.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2517 | 0.8% | |
| 0.0417 | 18917 | 6.2% | |
| 0.0833 | 5349 | 1.7% | |
| 0.125 | 3170 | 1.0% | |
| 0.1667 | 3636 | 1.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 141 | < 0.1% | |
| 0.9583 | 17 | < 0.1% | |
| 0.9167 | 131 | < 0.1% | |
| 0.875 | 9 | < 0.1% | |
| 0.8333 | 22 | < 0.1% |
FONDKAPREMONT_MODE
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 68.4% |
| Missing (n) | 210295 |
| reg oper account | |
|---|---|
| reg oper spec account | 12080 |
| not specified | 5687 |
| (Missing) |
| Value | Count | Frequency (%) | |
| reg oper account | 73830 | 24.0% | |
| reg oper spec account | 12080 | 3.9% | |
| not specified | 5687 | 1.8% | |
| org spec account | 5619 | 1.8% | |
| (Missing) | 210295 | 68.4% |
| Max length | 21 |
|---|---|
| Mean length | 7.250732494 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
HOUR_APPR_PROCESS_START
Numeric
| Distinct count | 24 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 12.06341887 |
|---|---|
| Minimum | 0 |
| Maximum | 23 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 10 |
| Median | 12 |
| Q3 | 14 |
| 95-th percentile | 17 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range | 4 |
Descriptive statistics
| Standard deviation | 3.265832255 |
|---|---|
| Coef of variation | 0.270721948 |
| Kurtosis | -0.1941728655 |
| Mean | 12.06341887 |
| MAD | 2.632819627 |
| Skewness | -0.02802445946 |
| Sum | 3709634 |
| Variance | 10.66566032 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=24)
Histogram with variable size bins (bins=[ 0. 1.5 2.5 3.5 4.5 ... 19.5 20.5 21.5 22.5 23. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 10 | 37722 | 12.3% | |
| 11 | 37229 | 12.1% | |
| 12 | 34233 | 11.1% | |
| 13 | 30959 | 10.1% | |
| 14 | 27682 | 9.0% | |
| 9 | 27384 | 8.9% | |
| 15 | 24839 | 8.1% | |
| 16 | 20385 | 6.6% | |
| 8 | 15127 | 4.9% | |
| 17 | 14900 | 4.8% | |
| Other values (14) | 37051 | 12.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 40 | < 0.1% | |
| 1 | 86 | < 0.1% | |
| 2 | 305 | 0.1% | |
| 3 | 1230 | 0.4% | |
| 4 | 2090 | 0.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 23 | 41 | < 0.1% | |
| 22 | 150 | < 0.1% | |
| 21 | 405 | 0.1% | |
| 20 | 1196 | 0.4% | |
| 19 | 3848 | 1.3% |
HOUSETYPE_MODE
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 50.2% |
| Missing (n) | 154297 |
| block of flats | |
|---|---|
| specific housing | 1499 |
| terraced house | 1212 |
| (Missing) |
| Value | Count | Frequency (%) | |
| block of flats | 150503 | 48.9% | |
| specific housing | 1499 | 0.5% | |
| terraced house | 1212 | 0.4% | |
| (Missing) | 154297 | 50.2% |
| Max length | 16 |
|---|---|
| Mean length | 8.490379206 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
LANDAREA_AVG
Numeric
| Distinct count | 3528 |
|---|---|
| Unique (%) | 1.1% |
| Missing (%) | 59.4% |
| Missing (n) | 182590 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.06633318417 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 5.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.0187 |
| Median | 0.0481 |
| Q3 | 0.0856 |
| 95-th percentile | 0.1947 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0669 |
Descriptive statistics
| Standard deviation | 0.0811836407 |
|---|---|
| Coef of variation | 1.223876733 |
| Kurtosis | 34.74479054 |
| Mean | 0.06633318417 |
| MAD | 0.04953195607 |
| Skewness | 4.458676641 |
| Sum | 8286.4077 |
| Variance | 0.006590783518 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 15600 | 5.1% | |
| 0.0631 | 189 | 0.1% | |
| 0.0316 | 187 | 0.1% | |
| 0.0473 | 186 | 0.1% | |
| 0.0174 | 180 | 0.1% | |
| 0.0237 | 175 | 0.1% | |
| 0.0552 | 173 | 0.1% | |
| 0.0158 | 170 | 0.1% | |
| 0.0331 | 170 | 0.1% | |
| 0.015 | 165 | 0.1% | |
| Other values (3517) | 107726 | 35.0% | |
| (Missing) | 182590 | 59.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 15600 | 5.1% | |
| 0.0001 | 13 | < 0.1% | |
| 0.0002 | 13 | < 0.1% | |
| 0.0003 | 9 | < 0.1% | |
| 0.0004 | 11 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 135 | < 0.1% | |
| 0.9829 | 10 | < 0.1% | |
| 0.9777 | 3 | < 0.1% | |
| 0.969 | 1 | < 0.1% | |
| 0.9497 | 1 | < 0.1% |
LANDAREA_MEDI
Numeric
| Distinct count | 3561 |
|---|---|
| Unique (%) | 1.2% |
| Missing (%) | 59.4% |
| Missing (n) | 182590 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.06716874905 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 5.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.0187 |
| Median | 0.0487 |
| Q3 | 0.0868 |
| 95-th percentile | 0.1976 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0681 |
Descriptive statistics
| Standard deviation | 0.08216701028 |
|---|---|
| Coef of variation | 1.223292252 |
| Kurtosis | 33.23797701 |
| Mean | 0.06716874905 |
| MAD | 0.05033975291 |
| Skewness | 4.368292319 |
| Sum | 8390.7873 |
| Variance | 0.006751417578 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 15919 | 5.2% | |
| 0.0193 | 197 | 0.1% | |
| 0.0642 | 194 | 0.1% | |
| 0.0482 | 186 | 0.1% | |
| 0.0143 | 180 | 0.1% | |
| 0.0161 | 180 | 0.1% | |
| 0.0803 | 179 | 0.1% | |
| 0.0241 | 177 | 0.1% | |
| 0.0321 | 176 | 0.1% | |
| 0.0178 | 175 | 0.1% | |
| Other values (3550) | 107358 | 34.9% | |
| (Missing) | 182590 | 59.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 15919 | 5.2% | |
| 0.0001 | 14 | < 0.1% | |
| 0.0002 | 13 | < 0.1% | |
| 0.0003 | 7 | < 0.1% | |
| 0.0004 | 11 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 135 | < 0.1% | |
| 0.9947 | 3 | < 0.1% | |
| 0.9858 | 1 | < 0.1% | |
| 0.9662 | 1 | < 0.1% | |
| 0.9614 | 2 | < 0.1% |
LANDAREA_MODE
Numeric
| Distinct count | 3564 |
|---|---|
| Unique (%) | 1.2% |
| Missing (%) | 59.4% |
| Missing (n) | 182590 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.06495768446 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 5.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.0166 |
| Median | 0.0458 |
| Q3 | 0.0841 |
| 95-th percentile | 0.1956 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0675 |
Descriptive statistics
| Standard deviation | 0.08175027781 |
|---|---|
| Coef of variation | 1.258515886 |
| Kurtosis | 33.2732701 |
| Mean | 0.06495768446 |
| MAD | 0.05011826514 |
| Skewness | 4.37702655 |
| Sum | 8114.5789 |
| Variance | 0.006683107922 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 17453 | 5.7% | |
| 0.0194 | 208 | 0.1% | |
| 0.0645 | 193 | 0.1% | |
| 0.0484 | 192 | 0.1% | |
| 0.0323 | 188 | 0.1% | |
| 0.0147 | 178 | 0.1% | |
| 0.0111 | 175 | 0.1% | |
| 0.0144 | 175 | 0.1% | |
| 0.0258 | 173 | 0.1% | |
| 0.0242 | 172 | 0.1% | |
| Other values (3553) | 105814 | 34.4% | |
| (Missing) | 182590 | 59.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 17453 | 5.7% | |
| 0.0001 | 24 | < 0.1% | |
| 0.0002 | 14 | < 0.1% | |
| 0.0003 | 6 | < 0.1% | |
| 0.0004 | 14 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 129 | < 0.1% | |
| 0.9911 | 1 | < 0.1% | |
| 0.9714 | 1 | < 0.1% | |
| 0.9665 | 2 | < 0.1% | |
| 0.9587 | 3 | < 0.1% |
LIVE_CITY_NOT_WORK_CITY
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 252296 | 82.0% | |
| 1 | 55215 | 18.0% |
LIVE_REGION_NOT_WORK_REGION
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 12503 |
| Value | Count | Frequency (%) | |
| 0 | 295008 | 95.9% | |
| 1 | 12503 | 4.1% |
LIVINGAPARTMENTS_AVG
Numeric
| Distinct count | 1869 |
|---|---|
| Unique (%) | 0.6% |
| Missing (%) | 68.4% |
| Missing (n) | 210199 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.100774775 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0101 |
| Q1 | 0.0504 |
| Median | 0.0756 |
| Q3 | 0.121 |
| 95-th percentile | 0.2723 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0706 |
Descriptive statistics
| Standard deviation | 0.09257613396 |
|---|---|
| Coef of variation | 0.9186439167 |
| Kurtosis | 16.49063 |
| Mean | 0.100774775 |
| MAD | 0.06156775918 |
| Skewness | 3.042198061 |
| Sum | 9806.5949 |
| Variance | 0.008570340579 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.0504 | 4272 | 1.4% | |
| 0.0672 | 4231 | 1.4% | |
| 0.0756 | 2778 | 0.9% | |
| 0.0588 | 2586 | 0.8% | |
| 0.0841 | 1864 | 0.6% | |
| 0.121 | 1793 | 0.6% | |
| 0.0067 | 1695 | 0.6% | |
| 0.0605 | 1492 | 0.5% | |
| 0.1009 | 1456 | 0.5% | |
| 0.0134 | 1447 | 0.5% | |
| Other values (1858) | 73698 | 24.0% | |
| (Missing) | 210199 | 68.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 418 | 0.1% | |
| 0.0008 | 117 | < 0.1% | |
| 0.0013 | 1 | < 0.1% | |
| 0.0017 | 250 | 0.1% | |
| 0.0021 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 92 | < 0.1% | |
| 0.9994 | 3 | < 0.1% | |
| 0.9901 | 3 | < 0.1% | |
| 0.9641 | 2 | < 0.1% | |
| 0.949 | 4 | < 0.1% |
LIVINGAPARTMENTS_MEDI
Numeric
| Distinct count | 1098 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 68.4% |
| Missing (n) | 210199 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1019544732 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0103 |
| Q1 | 0.0513 |
| Median | 0.0761 |
| Q3 | 0.1231 |
| 95-th percentile | 0.277 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0718 |
Descriptive statistics
| Standard deviation | 0.09364233271 |
|---|---|
| Coef of variation | 0.9184720369 |
| Kurtosis | 15.6970531 |
| Mean | 0.1019544732 |
| MAD | 0.0623537435 |
| Skewness | 2.988291445 |
| Sum | 9921.3937 |
| Variance | 0.008768886476 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.0513 | 4500 | 1.5% | |
| 0.0684 | 4497 | 1.5% | |
| 0.077 | 2926 | 1.0% | |
| 0.0599 | 2708 | 0.9% | |
| 0.0855 | 2014 | 0.7% | |
| 0.1231 | 1921 | 0.6% | |
| 0.0068 | 1715 | 0.6% | |
| 0.0616 | 1691 | 0.5% | |
| 0.1026 | 1517 | 0.5% | |
| 0.0137 | 1487 | 0.5% | |
| Other values (1087) | 72336 | 23.5% | |
| (Missing) | 210199 | 68.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 433 | 0.1% | |
| 0.0009 | 117 | < 0.1% | |
| 0.0013 | 1 | < 0.1% | |
| 0.0017 | 254 | 0.1% | |
| 0.0021 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 91 | < 0.1% | |
| 0.9808 | 2 | < 0.1% | |
| 0.9654 | 4 | < 0.1% | |
| 0.9509 | 5 | < 0.1% | |
| 0.9312 | 5 | < 0.1% |
LIVINGAPARTMENTS_MODE
Numeric
| Distinct count | 737 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 68.4% |
| Missing (n) | 210199 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1056448567 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.011 |
| Q1 | 0.0542 |
| Median | 0.0771 |
| Q3 | 0.1313 |
| 95-th percentile | 0.2948 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0771 |
Descriptive statistics
| Standard deviation | 0.09788044658 |
|---|---|
| Coef of variation | 0.9265046079 |
| Kurtosis | 14.22499394 |
| Mean | 0.1056448567 |
| MAD | 0.06518748852 |
| Skewness | 2.902671829 |
| Sum | 10280.5123 |
| Variance | 0.009580581822 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.0551 | 4931 | 1.6% | |
| 0.0735 | 4797 | 1.6% | |
| 0.0826 | 2966 | 1.0% | |
| 0.0643 | 2853 | 0.9% | |
| 0.0918 | 2069 | 0.7% | |
| 0.1322 | 1972 | 0.6% | |
| 0.0661 | 1930 | 0.6% | |
| 0.0073 | 1883 | 0.6% | |
| 0.0147 | 1585 | 0.5% | |
| 0.0588 | 1519 | 0.5% | |
| Other values (726) | 70807 | 23.0% | |
| (Missing) | 210199 | 68.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 519 | 0.2% | |
| 0.0009 | 156 | 0.1% | |
| 0.0018 | 295 | 0.1% | |
| 0.0028 | 146 | < 0.1% | |
| 0.0037 | 413 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 94 | < 0.1% | |
| 0.9826 | 1 | < 0.1% | |
| 0.9816 | 2 | < 0.1% | |
| 0.978 | 1 | < 0.1% | |
| 0.9761 | 1 | < 0.1% |
LIVINGAREA_AVG
Numeric
| Distinct count | 5200 |
|---|---|
| Unique (%) | 1.7% |
| Missing (%) | 50.2% |
| Missing (n) | 154350 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1073990193 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0082 |
| Q1 | 0.0453 |
| Median | 0.0745 |
| Q3 | 0.1299 |
| 95-th percentile | 0.3205 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0846 |
Descriptive statistics
| Standard deviation | 0.1105645232 |
|---|---|
| Coef of variation | 1.029474234 |
| Kurtosis | 12.3311742 |
| Mean | 0.1073990193 |
| MAD | 0.07356879394 |
| Skewness | 2.854736446 |
| Sum | 16449.3412 |
| Variance | 0.01222451379 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 284 | 0.1% | |
| 0.0512 | 243 | 0.1% | |
| 0.0702 | 223 | 0.1% | |
| 0.051 | 223 | 0.1% | |
| 0.0509 | 221 | 0.1% | |
| 0.0538 | 220 | 0.1% | |
| 0.0638 | 215 | 0.1% | |
| 0.0513 | 210 | 0.1% | |
| 0.0511 | 209 | 0.1% | |
| 0.0626 | 205 | 0.1% | |
| Other values (5189) | 150908 | 49.1% | |
| (Missing) | 154350 | 50.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 284 | 0.1% | |
| 0.0001 | 4 | < 0.1% | |
| 0.0002 | 8 | < 0.1% | |
| 0.0003 | 10 | < 0.1% | |
| 0.0004 | 14 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 150 | < 0.1% | |
| 0.9984 | 1 | < 0.1% | |
| 0.9978 | 1 | < 0.1% | |
| 0.9893 | 1 | < 0.1% | |
| 0.986 | 1 | < 0.1% |
LIVINGAREA_MEDI
Numeric
| Distinct count | 5282 |
|---|---|
| Unique (%) | 1.7% |
| Missing (%) | 50.2% |
| Missing (n) | 154350 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.108606736 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0083 |
| Q1 | 0.0457 |
| Median | 0.0749 |
| Q3 | 0.1303 |
| 95-th percentile | 0.3255 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0846 |
Descriptive statistics
| Standard deviation | 0.1122602587 |
|---|---|
| Coef of variation | 1.033639927 |
| Kurtosis | 12.13856123 |
| Mean | 0.108606736 |
| MAD | 0.07459234939 |
| Skewness | 2.848935371 |
| Sum | 16634.3163 |
| Variance | 0.01260236568 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 299 | 0.1% | |
| 0.0548 | 239 | 0.1% | |
| 0.0518 | 234 | 0.1% | |
| 0.052 | 233 | 0.1% | |
| 0.0521 | 232 | 0.1% | |
| 0.0522 | 225 | 0.1% | |
| 0.0519 | 217 | 0.1% | |
| 0.0513 | 217 | 0.1% | |
| 0.0888 | 212 | 0.1% | |
| 0.0718 | 212 | 0.1% | |
| Other values (5271) | 150841 | 49.1% | |
| (Missing) | 154350 | 50.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 299 | 0.1% | |
| 0.0001 | 4 | < 0.1% | |
| 0.0002 | 8 | < 0.1% | |
| 0.0003 | 10 | < 0.1% | |
| 0.0004 | 14 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 149 | < 0.1% | |
| 0.9988 | 1 | < 0.1% | |
| 0.996 | 1 | < 0.1% | |
| 0.9931 | 8 | < 0.1% | |
| 0.9919 | 2 | < 0.1% |
LIVINGAREA_MODE
Numeric
| Distinct count | 5302 |
|---|---|
| Unique (%) | 1.7% |
| Missing (%) | 50.2% |
| Missing (n) | 154350 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1059750504 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0079 |
| Q1 | 0.0427 |
| Median | 0.0731 |
| Q3 | 0.1252 |
| 95-th percentile | 0.323 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0825 |
Descriptive statistics
| Standard deviation | 0.1118452659 |
|---|---|
| Coef of variation | 1.055392429 |
| Kurtosis | 12.45906186 |
| Mean | 0.1059750504 |
| MAD | 0.07363517826 |
| Skewness | 2.902491127 |
| Sum | 16231.2447 |
| Variance | 0.0125093635 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 444 | 0.1% | |
| 0.053 | 272 | 0.1% | |
| 0.0532 | 262 | 0.1% | |
| 0.0529 | 249 | 0.1% | |
| 0.0533 | 242 | 0.1% | |
| 0.0656 | 224 | 0.1% | |
| 0.0561 | 224 | 0.1% | |
| 0.0734 | 223 | 0.1% | |
| 0.0536 | 222 | 0.1% | |
| 0.0525 | 220 | 0.1% | |
| Other values (5291) | 150579 | 49.0% | |
| (Missing) | 154350 | 50.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 444 | 0.1% | |
| 0.0001 | 7 | < 0.1% | |
| 0.0002 | 7 | < 0.1% | |
| 0.0003 | 16 | < 0.1% | |
| 0.0004 | 24 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 150 | < 0.1% | |
| 0.995 | 3 | < 0.1% | |
| 0.9922 | 13 | < 0.1% | |
| 0.9886 | 2 | < 0.1% | |
| 0.9868 | 1 | < 0.1% |
NAME_CONTRACT_TYPE
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Cash loans | |
|---|---|
| Revolving loans | 29279 |
| Value | Count | Frequency (%) | |
| Cash loans | 278232 | 90.5% | |
| Revolving loans | 29279 | 9.5% |
| Max length | 15 |
|---|---|
| Mean length | 10.47606427 |
| Min length | 10 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
NAME_EDUCATION_TYPE
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Secondary / secondary special | |
|---|---|
| Higher education | |
| Incomplete higher | 10277 |
| Other values (2) | 3980 |
| Value | Count | Frequency (%) | |
| Secondary / secondary special | 218391 | 71.0% | |
| Higher education | 74863 | 24.3% | |
| Incomplete higher | 10277 | 3.3% | |
| Lower secondary | 3816 | 1.2% | |
| Academic degree | 164 | 0.1% |
| Max length | 29 |
|---|---|
| Mean length | 25.25293729 |
| Min length | 15 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
NAME_FAMILY_STATUS
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Married | |
|---|---|
| Single / not married | |
| Civil marriage | 29775 |
| Other values (3) | 35860 |
| Value | Count | Frequency (%) | |
| Married | 196432 | 63.9% | |
| Single / not married | 45444 | 14.8% | |
| Civil marriage | 29775 | 9.7% | |
| Separated | 19770 | 6.4% | |
| Widow | 16088 | 5.2% | |
| Unknown | 2 | < 0.1% |
| Max length | 20 |
|---|---|
| Mean length | 9.622868775 |
| Min length | 5 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
NAME_HOUSING_TYPE
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| House / apartment | |
|---|---|
| With parents | 14840 |
| Municipal apartment | 11183 |
| Other values (3) | 8620 |
| Value | Count | Frequency (%) | |
| House / apartment | 272868 | 88.7% | |
| With parents | 14840 | 4.8% | |
| Municipal apartment | 11183 | 3.6% | |
| Rented apartment | 4881 | 1.6% | |
| Office apartment | 2617 | 0.9% | |
| Co-op apartment | 1122 | 0.4% |
| Max length | 19 |
|---|---|
| Mean length | 16.79976001 |
| Min length | 12 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
NAME_INCOME_TYPE
Categorical
| Distinct count | 8 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Working | |
|---|---|
| Commercial associate | |
| Pensioner | |
| Other values (5) | 21758 |
| Value | Count | Frequency (%) | |
| Working | 158774 | 51.6% | |
| Commercial associate | 71617 | 23.3% | |
| Pensioner | 55362 | 18.0% | |
| State servant | 21703 | 7.1% | |
| Unemployed | 22 | < 0.1% | |
| Student | 18 | < 0.1% | |
| Businessman | 10 | < 0.1% | |
| Maternity leave | 5 | < 0.1% |
| Max length | 20 |
|---|---|
| Mean length | 10.81160024 |
| Min length | 7 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
NAME_TYPE_SUITE
Categorical
| Distinct count | 8 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.4% |
| Missing (n) | 1292 |
| Unaccompanied | |
|---|---|
| Family | 40149 |
| Spouse, partner | 11370 |
| Other values (4) | 6174 |
| Value | Count | Frequency (%) | |
| Unaccompanied | 248526 | 80.8% | |
| Family | 40149 | 13.1% | |
| Spouse, partner | 11370 | 3.7% | |
| Children | 3267 | 1.1% | |
| Other_B | 1770 | 0.6% | |
| Other_A | 866 | 0.3% | |
| Group of people | 271 | 0.1% | |
| (Missing) | 1292 | 0.4% |
| Max length | 15 |
|---|---|
| Mean length | 12.01521572 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
NONLIVINGAPARTMENTS_AVG
Numeric
| Distinct count | 387 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 69.4% |
| Missing (n) | 213514 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.008808672617 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 17.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0.0039 |
| 95-th percentile | 0.0309 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0039 |
Descriptive statistics
| Standard deviation | 0.04773166205 |
|---|---|
| Coef of variation | 5.418712231 |
| Kurtosis | 284.7303365 |
| Mean | 0.008808672617 |
| MAD | 0.01223547868 |
| Skewness | 15.54118548 |
| Sum | 827.9888 |
| Variance | 0.002278311562 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 54549 | 17.7% | |
| 0.0039 | 13606 | 4.4% | |
| 0.0077 | 6351 | 2.1% | |
| 0.0116 | 3714 | 1.2% | |
| 0.0154 | 2533 | 0.8% | |
| 0.0193 | 1673 | 0.5% | |
| 0.0019 | 1250 | 0.4% | |
| 0.0232 | 1195 | 0.4% | |
| 0.027 | 865 | 0.3% | |
| 0.0309 | 717 | 0.2% | |
| Other values (376) | 7544 | 2.5% | |
| (Missing) | 213514 | 69.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 54549 | 17.7% | |
| 0.0002 | 1 | < 0.1% | |
| 0.0003 | 5 | < 0.1% | |
| 0.0004 | 25 | < 0.1% | |
| 0.0005 | 6 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 97 | < 0.1% | |
| 0.9961 | 2 | < 0.1% | |
| 0.9923 | 4 | < 0.1% | |
| 0.9884 | 1 | < 0.1% | |
| 0.973 | 3 | < 0.1% |
NONLIVINGAPARTMENTS_MEDI
Numeric
| Distinct count | 215 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 69.4% |
| Missing (n) | 213514 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.00865101333 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 18.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0.0039 |
| 95-th percentile | 0.0311 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0039 |
Descriptive statistics
| Standard deviation | 0.04741472791 |
|---|---|
| Coef of variation | 5.480829366 |
| Kurtosis | 289.4924548 |
| Mean | 0.00865101333 |
| MAD | 0.01208728818 |
| Skewness | 15.67199516 |
| Sum | 813.1693 |
| Variance | 0.002248156423 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 56097 | 18.2% | |
| 0.0039 | 14126 | 4.6% | |
| 0.0078 | 6493 | 2.1% | |
| 0.0116 | 3788 | 1.2% | |
| 0.0155 | 2557 | 0.8% | |
| 0.0194 | 1696 | 0.6% | |
| 0.0019 | 1286 | 0.4% | |
| 0.0233 | 1202 | 0.4% | |
| 0.0272 | 864 | 0.3% | |
| 0.0311 | 731 | 0.2% | |
| Other values (204) | 5157 | 1.7% | |
| (Missing) | 213514 | 69.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 56097 | 18.2% | |
| 0.0019 | 1286 | 0.4% | |
| 0.0039 | 14126 | 4.6% | |
| 0.0058 | 515 | 0.2% | |
| 0.0078 | 6493 | 2.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 97 | < 0.1% | |
| 0.9976 | 4 | < 0.1% | |
| 0.9938 | 1 | < 0.1% | |
| 0.9782 | 3 | < 0.1% | |
| 0.9627 | 2 | < 0.1% |
NONLIVINGAPARTMENTS_MODE
Numeric
| Distinct count | 168 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 69.4% |
| Missing (n) | 213514 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.008076387544 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 19.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0.0039 |
| 95-th percentile | 0.0272 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0039 |
Descriptive statistics
| Standard deviation | 0.04627626622 |
|---|---|
| Coef of variation | 5.729822395 |
| Kurtosis | 309.7269475 |
| Mean | 0.008076387544 |
| MAD | 0.01147370158 |
| Skewness | 16.25181924 |
| Sum | 759.1562 |
| Variance | 0.002141492815 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 59255 | 19.3% | |
| 0.0039 | 14105 | 4.6% | |
| 0.0078 | 6413 | 2.1% | |
| 0.0117 | 3675 | 1.2% | |
| 0.0156 | 2492 | 0.8% | |
| 0.0195 | 1653 | 0.5% | |
| 0.0233 | 1177 | 0.4% | |
| 0.0272 | 840 | 0.3% | |
| 0.0311 | 711 | 0.2% | |
| 0.035 | 527 | 0.2% | |
| Other values (157) | 3149 | 1.0% | |
| (Missing) | 213514 | 69.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 59255 | 19.3% | |
| 0.0039 | 14105 | 4.6% | |
| 0.0078 | 6413 | 2.1% | |
| 0.0117 | 3675 | 1.2% | |
| 0.0156 | 2492 | 0.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 100 | < 0.1% | |
| 0.9961 | 1 | < 0.1% | |
| 0.9805 | 3 | < 0.1% | |
| 0.965 | 2 | < 0.1% | |
| 0.9533 | 2 | < 0.1% |
NONLIVINGAREA_AVG
Numeric
| Distinct count | 3291 |
|---|---|
| Unique (%) | 1.1% |
| Missing (%) | 55.2% |
| Missing (n) | 169682 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.02835775708 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 19.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0.0036 |
| Q3 | 0.0277 |
| 95-th percentile | 0.1279 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0277 |
Descriptive statistics
| Standard deviation | 0.06952318332 |
|---|---|
| Coef of variation | 2.451646057 |
| Kurtosis | 64.91241641 |
| Mean | 0.02835775708 |
| MAD | 0.03605750481 |
| Skewness | 6.559011647 |
| Sum | 3908.5213 |
| Variance | 0.004833473019 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 58735 | 19.1% | |
| 0.0012 | 546 | 0.2% | |
| 0.0044 | 454 | 0.1% | |
| 0.0022 | 440 | 0.1% | |
| 0.0031 | 415 | 0.1% | |
| 0.0011 | 405 | 0.1% | |
| 0.001 | 405 | 0.1% | |
| 0.0036 | 399 | 0.1% | |
| 0.003 | 397 | 0.1% | |
| 0.0024 | 395 | 0.1% | |
| Other values (3280) | 75238 | 24.5% | |
| (Missing) | 169682 | 55.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 58735 | 19.1% | |
| 0.0001 | 163 | 0.1% | |
| 0.0002 | 107 | < 0.1% | |
| 0.0003 | 95 | < 0.1% | |
| 0.0004 | 162 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 136 | < 0.1% | |
| 0.9956 | 1 | < 0.1% | |
| 0.9823 | 1 | < 0.1% | |
| 0.9764 | 1 | < 0.1% | |
| 0.9591 | 2 | < 0.1% |
NONLIVINGAREA_MEDI
Numeric
| Distinct count | 3324 |
|---|---|
| Unique (%) | 1.1% |
| Missing (%) | 55.2% |
| Missing (n) | 169682 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.0282359206 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 19.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0.0031 |
| Q3 | 0.0266 |
| 95-th percentile | 0.1295 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0266 |
Descriptive statistics
| Standard deviation | 0.07016648151 |
|---|---|
| Coef of variation | 2.48500775 |
| Kurtosis | 63.65403519 |
| Mean | 0.0282359206 |
| MAD | 0.03639093504 |
| Skewness | 6.508830983 |
| Sum | 3891.7287 |
| Variance | 0.004923335127 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 60954 | 19.8% | |
| 0.0012 | 539 | 0.2% | |
| 0.0022 | 478 | 0.2% | |
| 0.0037 | 456 | 0.1% | |
| 0.0044 | 431 | 0.1% | |
| 0.0011 | 421 | 0.1% | |
| 0.0043 | 415 | 0.1% | |
| 0.0031 | 407 | 0.1% | |
| 0.001 | 401 | 0.1% | |
| 0.0029 | 387 | 0.1% | |
| Other values (3313) | 72940 | 23.7% | |
| (Missing) | 169682 | 55.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 60954 | 19.8% | |
| 0.0001 | 154 | 0.1% | |
| 0.0002 | 81 | < 0.1% | |
| 0.0003 | 86 | < 0.1% | |
| 0.0004 | 147 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 134 | < 0.1% | |
| 0.9969 | 1 | < 0.1% | |
| 0.9792 | 2 | < 0.1% | |
| 0.9789 | 1 | < 0.1% | |
| 0.9759 | 5 | < 0.1% |
NONLIVINGAREA_MODE
Numeric
| Distinct count | 3328 |
|---|---|
| Unique (%) | 1.1% |
| Missing (%) | 55.2% |
| Missing (n) | 169682 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.02702231969 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 21.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0.0011 |
| Q3 | 0.0231 |
| 95-th percentile | 0.1294 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0231 |
Descriptive statistics
| Standard deviation | 0.07025385904 |
|---|---|
| Coef of variation | 2.599845604 |
| Kurtosis | 63.35707261 |
| Mean | 0.02702231969 |
| MAD | 0.03603952946 |
| Skewness | 6.522450899 |
| Sum | 3724.4593 |
| Variance | 0.004935604711 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 67126 | 21.8% | |
| 0.0011 | 477 | 0.2% | |
| 0.0046 | 466 | 0.2% | |
| 0.0033 | 430 | 0.1% | |
| 0.0012 | 427 | 0.1% | |
| 0.0023 | 426 | 0.1% | |
| 0.0013 | 410 | 0.1% | |
| 0.003 | 370 | 0.1% | |
| 0.0055 | 363 | 0.1% | |
| 0.0037 | 357 | 0.1% | |
| Other values (3317) | 66977 | 21.8% | |
| (Missing) | 169682 | 55.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 67126 | 21.8% | |
| 0.0001 | 123 | < 0.1% | |
| 0.0002 | 125 | < 0.1% | |
| 0.0003 | 61 | < 0.1% | |
| 0.0004 | 90 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 135 | < 0.1% | |
| 0.9878 | 1 | < 0.1% | |
| 0.9852 | 1 | < 0.1% | |
| 0.984 | 5 | < 0.1% | |
| 0.9752 | 1 | < 0.1% |
OBS_30_CNT_SOCIAL_CIRCLE
Numeric
| Distinct count | 34 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.3% |
| Missing (n) | 1021 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.422245424 |
|---|---|
| Minimum | 0 |
| Maximum | 348 |
| Zeros (%) | 53.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 2 |
| 95-th percentile | 6 |
| Maximum | 348 |
| Range | 348 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 2.400988746 |
|---|---|
| Coef of variation | 1.688167672 |
| Kurtosis | 1424.815552 |
| Mean | 1.422245424 |
| MAD | 1.655640614 |
| Skewness | 12.13959776 |
| Sum | 435904 |
| Variance | 5.764746959 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) | |
| 0 | 163910 | 53.3% | |
| 1 | 48783 | 15.9% | |
| 2 | 29808 | 9.7% | |
| 3 | 20322 | 6.6% | |
| 4 | 14143 | 4.6% | |
| 5 | 9553 | 3.1% | |
| 6 | 6453 | 2.1% | |
| 7 | 4390 | 1.4% | |
| 8 | 2967 | 1.0% | |
| 9 | 2003 | 0.7% | |
| Other values (23) | 4158 | 1.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 163910 | 53.3% | |
| 1 | 48783 | 15.9% | |
| 2 | 29808 | 9.7% | |
| 3 | 20322 | 6.6% | |
| 4 | 14143 | 4.6% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 348 | 1 | < 0.1% | |
| 47 | 1 | < 0.1% | |
| 30 | 2 | < 0.1% | |
| 29 | 1 | < 0.1% | |
| 28 | 1 | < 0.1% |
OBS_60_CNT_SOCIAL_CIRCLE
Numeric
| Distinct count | 34 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.3% |
| Missing (n) | 1021 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.405292179 |
|---|---|
| Minimum | 0 |
| Maximum | 344 |
| Zeros (%) | 53.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 2 |
| 95-th percentile | 6 |
| Maximum | 344 |
| Range | 344 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 2.379803352 |
|---|---|
| Coef of variation | 1.693458049 |
| Kurtosis | 1409.704557 |
| Mean | 1.405292179 |
| MAD | 1.639273521 |
| Skewness | 12.0708287 |
| Sum | 430708 |
| Variance | 5.663463994 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) | |
| 0 | 164666 | 53.5% | |
| 1 | 48870 | 15.9% | |
| 2 | 29766 | 9.7% | |
| 3 | 20215 | 6.6% | |
| 4 | 13946 | 4.5% | |
| 5 | 9463 | 3.1% | |
| 6 | 6349 | 2.1% | |
| 7 | 4344 | 1.4% | |
| 8 | 2886 | 0.9% | |
| 9 | 1959 | 0.6% | |
| Other values (23) | 4026 | 1.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 164666 | 53.5% | |
| 1 | 48870 | 15.9% | |
| 2 | 29766 | 9.7% | |
| 3 | 20215 | 6.6% | |
| 4 | 13946 | 4.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 344 | 1 | < 0.1% | |
| 47 | 1 | < 0.1% | |
| 30 | 1 | < 0.1% | |
| 29 | 2 | < 0.1% | |
| 28 | 1 | < 0.1% |
OCCUPATION_TYPE
Categorical
| Distinct count | 19 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 31.3% |
| Missing (n) | 96391 |
| Laborers | |
|---|---|
| Sales staff | |
| Core staff | |
| Other values (15) | |
| (Missing) |
| Value | Count | Frequency (%) | |
| Laborers | 55186 | 17.9% | |
| Sales staff | 32102 | 10.4% | |
| Core staff | 27570 | 9.0% | |
| Managers | 21371 | 6.9% | |
| Drivers | 18603 | 6.0% | |
| High skill tech staff | 11380 | 3.7% | |
| Accountants | 9813 | 3.2% | |
| Medicine staff | 8537 | 2.8% | |
| Security staff | 6721 | 2.2% | |
| Cooking staff | 5946 | 1.9% | |
| Other values (8) | 13891 | 4.5% | |
| (Missing) | 96391 | 31.3% |
| Max length | 21 |
|---|---|
| Mean length | 8.184432427 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
ORGANIZATION_TYPE
Categorical
| Distinct count | 58 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Business Entity Type 3 | |
|---|---|
| XNA | |
| Self-employed | |
| Other values (55) |
| Value | Count | Frequency (%) | |
| Business Entity Type 3 | 67992 | 22.1% | |
| XNA | 55374 | 18.0% | |
| Self-employed | 38412 | 12.5% | |
| Other | 16683 | 5.4% | |
| Medicine | 11193 | 3.6% | |
| Business Entity Type 2 | 10553 | 3.4% | |
| Government | 10404 | 3.4% | |
| School | 8893 | 2.9% | |
| Trade: type 7 | 7831 | 2.5% | |
| Kindergarten | 6880 | 2.2% | |
| Other values (48) | 73296 | 23.8% |
| Max length | 22 |
|---|---|
| Mean length | 12.52603322 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
OWN_CAR_AGE
Numeric
| Distinct count | 63 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 66.0% |
| Missing (n) | 202929 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 12.06109082 |
|---|---|
| Minimum | 0 |
| Maximum | 91 |
| Zeros (%) | 0.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| Median | 9 |
| Q3 | 15 |
| 95-th percentile | 30 |
| Maximum | 91 |
| Range | 91 |
| Interquartile range | 10 |
Descriptive statistics
| Standard deviation | 11.94481158 |
|---|---|
| Coef of variation | 0.9903591443 |
| Kurtosis | 9.214945323 |
| Mean | 12.06109082 |
| MAD | 7.669164577 |
| Skewness | 2.745422131 |
| Sum | 1261373 |
| Variance | 142.6785237 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 7 | 7424 | 2.4% | |
| 6 | 6382 | 2.1% | |
| 3 | 6370 | 2.1% | |
| 8 | 5887 | 1.9% | |
| 2 | 5852 | 1.9% | |
| 4 | 5557 | 1.8% | |
| 1 | 5280 | 1.7% | |
| 9 | 5020 | 1.6% | |
| 10 | 4806 | 1.6% | |
| 14 | 4594 | 1.5% | |
| Other values (52) | 47410 | 15.4% | |
| (Missing) | 202929 | 66.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2134 | 0.7% | |
| 1 | 5280 | 1.7% | |
| 2 | 5852 | 1.9% | |
| 3 | 6370 | 2.1% | |
| 4 | 5557 | 1.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 91 | 2 | < 0.1% | |
| 69 | 1 | < 0.1% | |
| 65 | 891 | 0.3% | |
| 64 | 2443 | 0.8% | |
| 63 | 2 | < 0.1% |
REG_CITY_NOT_LIVE_CITY
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 24039 |
| Value | Count | Frequency (%) | |
| 0 | 283472 | 92.2% | |
| 1 | 24039 | 7.8% |
REG_CITY_NOT_WORK_CITY
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 236644 | 77.0% | |
| 1 | 70867 | 23.0% |
REG_REGION_NOT_LIVE_REGION
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 4657 |
| Value | Count | Frequency (%) | |
| 0 | 302854 | 98.5% | |
| 1 | 4657 | 1.5% |
REG_REGION_NOT_WORK_REGION
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 15612 |
| Value | Count | Frequency (%) | |
| 0 | 291899 | 94.9% | |
| 1 | 15612 | 5.1% |
REGION_POPULATION_RELATIVE
Numeric
| Distinct count | 81 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.02086811206 |
|---|---|
| Minimum | 0.00029 |
| Maximum | 0.072508 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.00029 |
|---|---|
| 5-th percentile | 0.00496 |
| Q1 | 0.010006 |
| Median | 0.01885 |
| Q3 | 0.028663 |
| 95-th percentile | 0.04622 |
| Maximum | 0.072508 |
| Range | 0.072218 |
| Interquartile range | 0.018657 |
Descriptive statistics
| Standard deviation | 0.01383128012 |
|---|---|
| Coef of variation | 0.66279499 |
| Kurtosis | 3.260065334 |
| Mean | 0.02086811206 |
| MAD | 0.01029051822 |
| Skewness | 1.488008521 |
| Sum | 6417.174007 |
| Variance | 0.0001913043098 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.00029 0.0004115 0.001107 0.001375 0.0017295 ... 0.031945 0.0341765 0.041006 0.059364 0.072508 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.035792 | 16408 | 5.3% | |
| 0.04622 | 13442 | 4.4% | |
| 0.030755 | 12163 | 4.0% | |
| 0.025164 | 11950 | 3.9% | |
| 0.026392 | 11601 | 3.8% | |
| 0.031329 | 11321 | 3.7% | |
| 0.028663 | 11157 | 3.6% | |
| 0.019101 | 8694 | 2.8% | |
| 0.072508 | 8412 | 2.7% | |
| 0.020713 | 8066 | 2.6% | |
| Other values (71) | 194297 | 63.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.00029 | 2 | < 0.1% | |
| 0.000533 | 39 | < 0.1% | |
| 0.000938 | 28 | < 0.1% | |
| 0.001276 | 558 | 0.2% | |
| 0.001333 | 235 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.072508 | 8412 | 2.7% | |
| 0.04622 | 13442 | 4.4% | |
| 0.035792 | 16408 | 5.3% | |
| 0.032561 | 6636 | 2.2% | |
| 0.031329 | 11321 | 3.7% |
REGION_RATING_CLIENT
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 2 | |
|---|---|
| 3 | |
| 1 | 32197 |
| Value | Count | Frequency (%) | |
| 2 | 226984 | 73.8% | |
| 3 | 48330 | 15.7% | |
| 1 | 32197 | 10.5% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
REGION_RATING_CLIENT_W_CITY
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 2 | |
|---|---|
| 3 | 43860 |
| 1 | 34167 |
| Value | Count | Frequency (%) | |
| 2 | 229484 | 74.6% | |
| 3 | 43860 | 14.3% | |
| 1 | 34167 | 11.1% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
SK_ID_CURR
Numeric
| Distinct count | 307511 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 278180.5186 |
|---|---|
| Minimum | 100002 |
| Maximum | 456255 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 100002 |
|---|---|
| 5-th percentile | 117945.5 |
| Q1 | 189145.5 |
| Median | 278202 |
| Q3 | 367142.5 |
| 95-th percentile | 438427.5 |
| Maximum | 456255 |
| Range | 356253 |
| Interquartile range | 177997 |
Descriptive statistics
| Standard deviation | 102790.1753 |
|---|---|
| Coef of variation | 0.3695088926 |
| Kurtosis | -1.198987778 |
| Mean | 278180.5186 |
| MAD | 89010.22819 |
| Skewness | -0.001200235077 |
| Sum | 8.554356945e+10 |
| Variance | 1.056582015e+10 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[100002. 376309.5 376358.5 377750.5 377787.5 ... 427632. 427674.5 428193.5 428245.5 456255. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 100303 | 1 | < 0.1% | |
| 131861 | 1 | < 0.1% | |
| 158488 | 1 | < 0.1% | |
| 156441 | 1 | < 0.1% | |
| 160539 | 1 | < 0.1% | |
| 150300 | 1 | < 0.1% | |
| 148253 | 1 | < 0.1% | |
| 154398 | 1 | < 0.1% | |
| 152351 | 1 | < 0.1% | |
| 238369 | 1 | < 0.1% | |
| Other values (307501) | 307501 | > 99.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 100002 | 1 | < 0.1% | |
| 100003 | 1 | < 0.1% | |
| 100004 | 1 | < 0.1% | |
| 100006 | 1 | < 0.1% | |
| 100007 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 456255 | 1 | < 0.1% | |
| 456254 | 1 | < 0.1% | |
| 456253 | 1 | < 0.1% | |
| 456252 | 1 | < 0.1% | |
| 456251 | 1 | < 0.1% |
TARGET
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 24825 |
| Value | Count | Frequency (%) | |
| 0 | 282686 | 91.9% | |
| 1 | 24825 | 8.1% |
TOTALAREA_MODE
Numeric
| Distinct count | 5117 |
|---|---|
| Unique (%) | 1.7% |
| Missing (%) | 48.3% |
| Missing (n) | 148431 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1025466627 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0067 |
| Q1 | 0.0412 |
| Median | 0.0688 |
| Q3 | 0.1276 |
| 95-th percentile | 0.3092 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0864 |
Descriptive statistics
| Standard deviation | 0.1074623241 |
|---|---|
| Coef of variation | 1.04793585 |
| Kurtosis | 12.16752998 |
| Mean | 0.1025466627 |
| MAD | 0.07292779047 |
| Skewness | 2.79757152 |
| Sum | 16313.1231 |
| Variance | 0.01154815111 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 582 | 0.2% | |
| 0.057 | 247 | 0.1% | |
| 0.0547 | 230 | 0.1% | |
| 0.0555 | 227 | 0.1% | |
| 0.0548 | 227 | 0.1% | |
| 0.055 | 227 | 0.1% | |
| 0.0551 | 225 | 0.1% | |
| 0.0554 | 220 | 0.1% | |
| 0.0573 | 220 | 0.1% | |
| 0.0566 | 219 | 0.1% | |
| Other values (5106) | 156456 | 50.9% | |
| (Missing) | 148431 | 48.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 582 | 0.2% | |
| 0.0001 | 10 | < 0.1% | |
| 0.0002 | 4 | < 0.1% | |
| 0.0003 | 24 | < 0.1% | |
| 0.0004 | 18 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 155 | 0.1% | |
| 0.9973 | 1 | < 0.1% | |
| 0.9931 | 1 | < 0.1% | |
| 0.992 | 1 | < 0.1% | |
| 0.979 | 2 | < 0.1% |
WALLSMATERIAL_MODE
Categorical
| Distinct count | 8 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 50.8% |
| Missing (n) | 156341 |
| Panel | |
|---|---|
| Stone, brick | |
| Block | 9253 |
| Other values (4) | 11062 |
| (Missing) |
| Value | Count | Frequency (%) | |
| Panel | 66040 | 21.5% | |
| Stone, brick | 64815 | 21.1% | |
| Block | 9253 | 3.0% | |
| Wooden | 5362 | 1.7% | |
| Mixed | 2296 | 0.7% | |
| Monolithic | 1779 | 0.6% | |
| Others | 1625 | 0.5% | |
| (Missing) | 156341 | 50.8% |
| Max length | 12 |
|---|---|
| Mean length | 5.51024191 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
WEEKDAY_APPR_PROCESS_START
Categorical
| Distinct count | 7 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| TUESDAY | |
|---|---|
| WEDNESDAY | |
| MONDAY | |
| Other values (4) |
| Value | Count | Frequency (%) | |
| TUESDAY | 53901 | 17.5% | |
| WEDNESDAY | 51934 | 16.9% | |
| MONDAY | 50714 | 16.5% | |
| THURSDAY | 50591 | 16.5% | |
| FRIDAY | 50338 | 16.4% | |
| SATURDAY | 33852 | 11.0% | |
| SUNDAY | 16181 | 5.3% |
| Max length | 9 |
|---|---|
| Mean length | 7.231139699 |
| Min length | 6 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
YEARS_BEGINEXPLUATATION_AVG
Numeric
| Distinct count | 286 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 48.8% |
| Missing (n) | 150007 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.9777348582 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.9687 |
| Q1 | 0.9767 |
| Median | 0.9816 |
| Q3 | 0.9866 |
| 95-th percentile | 0.996 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0099 |
Descriptive statistics
| Standard deviation | 0.05922331436 |
|---|---|
| Coef of variation | 0.06057195759 |
| Kurtosis | 248.1763368 |
| Mean | 0.9777348582 |
| MAD | 0.01093313591 |
| Skewness | -15.51526447 |
| Sum | 153997.1511 |
| Variance | 0.003507400964 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.9871 | 4311 | 1.4% | |
| 0.9856 | 4189 | 1.4% | |
| 0.9861 | 4171 | 1.4% | |
| 0.9801 | 4123 | 1.3% | |
| 0.9866 | 4114 | 1.3% | |
| 0.9851 | 4096 | 1.3% | |
| 0.9806 | 4096 | 1.3% | |
| 0.9811 | 3986 | 1.3% | |
| 0.9816 | 3982 | 1.3% | |
| 0.9831 | 3970 | 1.3% | |
| Other values (275) | 116466 | 37.9% | |
| (Missing) | 150007 | 48.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 514 | 0.2% | |
| 0.0179 | 1 | < 0.1% | |
| 0.0447 | 1 | < 0.1% | |
| 0.0969 | 1 | < 0.1% | |
| 0.0974 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 186 | 0.1% | |
| 0.9995 | 691 | 0.2% | |
| 0.999 | 906 | 0.3% | |
| 0.9985 | 1062 | 0.3% | |
| 0.998 | 1096 | 0.4% |
YEARS_BEGINEXPLUATATION_MEDI
Numeric
| Distinct count | 246 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 48.8% |
| Missing (n) | 150007 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.9777522641 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 0.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.9687 |
| Q1 | 0.9767 |
| Median | 0.9816 |
| Q3 | 0.9866 |
| 95-th percentile | 0.996 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0099 |
Descriptive statistics
| Standard deviation | 0.05989731851 |
|---|---|
| Coef of variation | 0.0612602197 |
| Kurtosis | 248.396522 |
| Mean | 0.9777522641 |
| MAD | 0.01091766671 |
| Skewness | -15.57312427 |
| Sum | 153999.8926 |
| Variance | 0.003587688764 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.9871 | 4314 | 1.4% | |
| 0.9861 | 4247 | 1.4% | |
| 0.9856 | 4199 | 1.4% | |
| 0.9866 | 4138 | 1.3% | |
| 0.9801 | 4115 | 1.3% | |
| 0.9806 | 4069 | 1.3% | |
| 0.9851 | 4032 | 1.3% | |
| 0.9796 | 3963 | 1.3% | |
| 0.9876 | 3948 | 1.3% | |
| 0.9816 | 3930 | 1.3% | |
| Other values (235) | 116549 | 37.9% | |
| (Missing) | 150007 | 48.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 548 | 0.2% | |
| 0.0179 | 1 | < 0.1% | |
| 0.0447 | 1 | < 0.1% | |
| 0.0969 | 1 | < 0.1% | |
| 0.0974 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 206 | 0.1% | |
| 0.9995 | 717 | 0.2% | |
| 0.999 | 926 | 0.3% | |
| 0.9985 | 1073 | 0.3% | |
| 0.998 | 1114 | 0.4% |
YEARS_BEGINEXPLUATATION_MODE
Numeric
| Distinct count | 222 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 48.8% |
| Missing (n) | 150007 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.9770653729 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.9682 |
| Q1 | 0.9767 |
| Median | 0.9816 |
| Q3 | 0.9866 |
| 95-th percentile | 0.996 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.0099 |
Descriptive statistics
| Standard deviation | 0.06457543708 |
|---|---|
| Coef of variation | 0.06609121444 |
| Kurtosis | 219.9627658 |
| Mean | 0.9770653729 |
| MAD | 0.01161003331 |
| Skewness | -14.75531784 |
| Sum | 153891.7045 |
| Variance | 0.004169987074 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.9871 | 4291 | 1.4% | |
| 0.9866 | 4173 | 1.4% | |
| 0.9861 | 4167 | 1.4% | |
| 0.9801 | 4110 | 1.3% | |
| 0.9806 | 4083 | 1.3% | |
| 0.9856 | 4075 | 1.3% | |
| 0.9851 | 4016 | 1.3% | |
| 0.9816 | 3976 | 1.3% | |
| 0.9796 | 3974 | 1.3% | |
| 0.9791 | 3935 | 1.3% | |
| Other values (211) | 116704 | 38.0% | |
| (Missing) | 150007 | 48.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 142 | < 0.1% | |
| 0.0005 | 525 | 0.2% | |
| 0.0184 | 1 | < 0.1% | |
| 0.0452 | 1 | < 0.1% | |
| 0.0973 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 211 | 0.1% | |
| 0.9995 | 702 | 0.2% | |
| 0.999 | 915 | 0.3% | |
| 0.9985 | 1053 | 0.3% | |
| 0.998 | 1065 | 0.3% |
YEARS_BUILD_AVG
Numeric
| Distinct count | 150 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 66.5% |
| Missing (n) | 204488 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.7524714326 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.592 |
| Q1 | 0.6872 |
| Median | 0.7552 |
| Q3 | 0.8232 |
| 95-th percentile | 0.9524 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.136 |
Descriptive statistics
| Standard deviation | 0.1132799266 |
|---|---|
| Coef of variation | 0.1505438236 |
| Kurtosis | 4.399757249 |
| Mean | 0.7524714326 |
| MAD | 0.08390952091 |
| Skewness | -0.9624852036 |
| Sum | 77521.8644 |
| Variance | 0.01283234178 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.8232 | 2999 | 1.0% | |
| 0.8164 | 2864 | 0.9% | |
| 0.8028 | 2848 | 0.9% | |
| 0.728 | 2802 | 0.9% | |
| 0.7348 | 2761 | 0.9% | |
| 0.8096 | 2755 | 0.9% | |
| 0.83 | 2738 | 0.9% | |
| 0.796 | 2734 | 0.9% | |
| 0.7484 | 2731 | 0.9% | |
| 0.7688 | 2712 | 0.9% | |
| Other values (139) | 75079 | 24.4% | |
| (Missing) | 204488 | 66.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 102 | < 0.1% | |
| 0.0004 | 2 | < 0.1% | |
| 0.0072 | 4 | < 0.1% | |
| 0.014 | 3 | < 0.1% | |
| 0.0208 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 173 | 0.1% | |
| 0.9932 | 478 | 0.2% | |
| 0.9864 | 661 | 0.2% | |
| 0.9796 | 786 | 0.3% | |
| 0.9728 | 813 | 0.3% |
YEARS_BUILD_MEDI
Numeric
| Distinct count | 152 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 66.5% |
| Missing (n) | 204488 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.7557462722 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.5975 |
| Q1 | 0.6914 |
| Median | 0.7585 |
| Q3 | 0.8256 |
| 95-th percentile | 0.953 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.1342 |
Descriptive statistics
| Standard deviation | 0.1120663096 |
|---|---|
| Coef of variation | 0.1482856268 |
| Kurtosis | 4.468810703 |
| Mean | 0.7557462722 |
| MAD | 0.08303355232 |
| Skewness | -0.9627843225 |
| Sum | 77859.2482 |
| Variance | 0.01255885776 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.8256 | 2994 | 1.0% | |
| 0.8189 | 2883 | 0.9% | |
| 0.8054 | 2842 | 0.9% | |
| 0.7316 | 2799 | 0.9% | |
| 0.8121 | 2784 | 0.9% | |
| 0.8323 | 2740 | 0.9% | |
| 0.7383 | 2739 | 0.9% | |
| 0.7987 | 2700 | 0.9% | |
| 0.7518 | 2687 | 0.9% | |
| 0.7719 | 2686 | 0.9% | |
| Other values (141) | 75169 | 24.4% | |
| (Missing) | 204488 | 66.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 101 | < 0.1% | |
| 0.0003 | 2 | < 0.1% | |
| 0.0071 | 1 | < 0.1% | |
| 0.0138 | 2 | < 0.1% | |
| 0.0205 | 3 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 182 | 0.1% | |
| 0.9933 | 494 | 0.2% | |
| 0.9866 | 665 | 0.2% | |
| 0.9799 | 802 | 0.3% | |
| 0.9732 | 819 | 0.3% |
YEARS_BUILD_MODE
Numeric
| Distinct count | 155 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 66.5% |
| Missing (n) | 204488 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.7596373227 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.608 |
| Q1 | 0.6994 |
| Median | 0.7648 |
| Q3 | 0.8236 |
| 95-th percentile | 0.9543 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.1242 |
Descriptive statistics
| Standard deviation | 0.1101110273 |
|---|---|
| Coef of variation | 0.1449521029 |
| Kurtosis | 4.764473709 |
| Mean | 0.7596373227 |
| MAD | 0.0813021184 |
| Skewness | -1.002304903 |
| Sum | 78260.1159 |
| Variance | 0.01212443834 |
| Memory size | 2.3 MiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.8301 | 2960 | 1.0% | |
| 0.8236 | 2879 | 0.9% | |
| 0.7387 | 2789 | 0.9% | |
| 0.8171 | 2763 | 0.9% | |
| 0.8105 | 2755 | 0.9% | |
| 0.7452 | 2737 | 0.9% | |
| 0.8367 | 2711 | 0.9% | |
| 0.804 | 2707 | 0.9% | |
| 0.7583 | 2704 | 0.9% | |
| 0.7779 | 2689 | 0.9% | |
| Other values (144) | 75329 | 24.5% | |
| (Missing) | 204488 | 66.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 103 | < 0.1% | |
| 0.0003 | 3 | < 0.1% | |
| 0.0134 | 2 | < 0.1% | |
| 0.0199 | 2 | < 0.1% | |
| 0.0265 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 183 | 0.1% | |
| 0.9935 | 487 | 0.2% | |
| 0.9869 | 653 | 0.2% | |
| 0.9804 | 791 | 0.3% | |
| 0.9739 | 779 | 0.3% |
First rows
| AMT_ANNUITY | AMT_CREDIT | AMT_GOODS_PRICE | AMT_INCOME_TOTAL | AMT_REQ_CREDIT_BUREAU_DAY | AMT_REQ_CREDIT_BUREAU_HOUR | AMT_REQ_CREDIT_BUREAU_MON | AMT_REQ_CREDIT_BUREAU_QRT | AMT_REQ_CREDIT_BUREAU_WEEK | AMT_REQ_CREDIT_BUREAU_YEAR | APARTMENTS_AVG | APARTMENTS_MEDI | APARTMENTS_MODE | BASEMENTAREA_AVG | BASEMENTAREA_MEDI | BASEMENTAREA_MODE | CNT_CHILDREN | CNT_FAM_MEMBERS | CODE_GENDER | COMMONAREA_AVG | COMMONAREA_MEDI | COMMONAREA_MODE | DAYS_BIRTH | DAYS_EMPLOYED | DAYS_ID_PUBLISH | DAYS_LAST_PHONE_CHANGE | DAYS_REGISTRATION | DEF_30_CNT_SOCIAL_CIRCLE | DEF_60_CNT_SOCIAL_CIRCLE | ELEVATORS_AVG | ELEVATORS_MEDI | ELEVATORS_MODE | EMERGENCYSTATE_MODE | ENTRANCES_AVG | ENTRANCES_MEDI | ENTRANCES_MODE | EXT_SOURCE_1 | EXT_SOURCE_2 | EXT_SOURCE_3 | FLAG_CONT_MOBILE | FLAG_DOCUMENT_10 | FLAG_DOCUMENT_11 | FLAG_DOCUMENT_12 | FLAG_DOCUMENT_13 | FLAG_DOCUMENT_14 | FLAG_DOCUMENT_15 | FLAG_DOCUMENT_16 | FLAG_DOCUMENT_17 | FLAG_DOCUMENT_18 | FLAG_DOCUMENT_19 | FLAG_DOCUMENT_2 | FLAG_DOCUMENT_20 | FLAG_DOCUMENT_21 | FLAG_DOCUMENT_3 | FLAG_DOCUMENT_4 | FLAG_DOCUMENT_5 | FLAG_DOCUMENT_6 | FLAG_DOCUMENT_7 | FLAG_DOCUMENT_8 | FLAG_DOCUMENT_9 | FLAG_EMAIL | FLAG_EMP_PHONE | FLAG_MOBIL | FLAG_OWN_CAR | FLAG_OWN_REALTY | FLAG_PHONE | FLAG_WORK_PHONE | FLOORSMAX_AVG | FLOORSMAX_MEDI | FLOORSMAX_MODE | FLOORSMIN_AVG | FLOORSMIN_MEDI | FLOORSMIN_MODE | FONDKAPREMONT_MODE | HOUR_APPR_PROCESS_START | HOUSETYPE_MODE | LANDAREA_AVG | LANDAREA_MEDI | LANDAREA_MODE | LIVE_CITY_NOT_WORK_CITY | LIVE_REGION_NOT_WORK_REGION | LIVINGAPARTMENTS_AVG | LIVINGAPARTMENTS_MEDI | LIVINGAPARTMENTS_MODE | LIVINGAREA_AVG | LIVINGAREA_MEDI | LIVINGAREA_MODE | NAME_CONTRACT_TYPE | NAME_EDUCATION_TYPE | NAME_FAMILY_STATUS | NAME_HOUSING_TYPE | NAME_INCOME_TYPE | NAME_TYPE_SUITE | NONLIVINGAPARTMENTS_AVG | NONLIVINGAPARTMENTS_MEDI | NONLIVINGAPARTMENTS_MODE | NONLIVINGAREA_AVG | NONLIVINGAREA_MEDI | NONLIVINGAREA_MODE | OBS_30_CNT_SOCIAL_CIRCLE | OBS_60_CNT_SOCIAL_CIRCLE | OCCUPATION_TYPE | ORGANIZATION_TYPE | OWN_CAR_AGE | REG_CITY_NOT_LIVE_CITY | REG_CITY_NOT_WORK_CITY | REG_REGION_NOT_LIVE_REGION | REG_REGION_NOT_WORK_REGION | REGION_POPULATION_RELATIVE | REGION_RATING_CLIENT | REGION_RATING_CLIENT_W_CITY | SK_ID_CURR | TARGET | TOTALAREA_MODE | WALLSMATERIAL_MODE | WEEKDAY_APPR_PROCESS_START | YEARS_BEGINEXPLUATATION_AVG | YEARS_BEGINEXPLUATATION_MEDI | YEARS_BEGINEXPLUATATION_MODE | YEARS_BUILD_AVG | YEARS_BUILD_MEDI | YEARS_BUILD_MODE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 24700.5 | 406597.5 | 351000.0 | 202500.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0247 | 0.0250 | 0.0252 | 0.0369 | 0.0369 | 0.0383 | 0 | 1.0 | M | 0.0143 | 0.0144 | 0.0144 | -9461 | -637 | -2120 | -1134.0 | -3648.0 | 2.0 | 2.0 | 0.00 | 0.00 | 0.0000 | No | 0.0690 | 0.0690 | 0.0690 | 0.083037 | 0.262949 | 0.139376 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | N | Y | 1 | 0 | 0.0833 | 0.0833 | 0.0833 | 0.1250 | 0.1250 | 0.1250 | reg oper account | 10 | block of flats | 0.0369 | 0.0375 | 0.0377 | 0 | 0 | 0.0202 | 0.0205 | 0.022 | 0.0190 | 0.0193 | 0.0198 | Cash loans | Secondary / secondary special | Single / not married | House / apartment | Working | Unaccompanied | 0.0000 | 0.0000 | 0.0 | 0.0000 | 0.00 | 0.0 | 2.0 | 2.0 | Laborers | Business Entity Type 3 | NaN | 0 | 0 | 0 | 0 | 0.018801 | 2 | 2 | 100002 | 1 | 0.0149 | Stone, brick | WEDNESDAY | 0.9722 | 0.9722 | 0.9722 | 0.6192 | 0.6243 | 0.6341 |
| 1 | 35698.5 | 1293502.5 | 1129500.0 | 270000.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0959 | 0.0968 | 0.0924 | 0.0529 | 0.0529 | 0.0538 | 0 | 2.0 | F | 0.0605 | 0.0608 | 0.0497 | -16765 | -1188 | -291 | -828.0 | -1186.0 | 0.0 | 0.0 | 0.08 | 0.08 | 0.0806 | No | 0.0345 | 0.0345 | 0.0345 | 0.311267 | 0.622246 | NaN | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | N | N | 1 | 0 | 0.2917 | 0.2917 | 0.2917 | 0.3333 | 0.3333 | 0.3333 | reg oper account | 11 | block of flats | 0.0130 | 0.0132 | 0.0128 | 0 | 0 | 0.0773 | 0.0787 | 0.079 | 0.0549 | 0.0558 | 0.0554 | Cash loans | Higher education | Married | House / apartment | State servant | Family | 0.0039 | 0.0039 | 0.0 | 0.0098 | 0.01 | 0.0 | 1.0 | 1.0 | Core staff | School | NaN | 0 | 0 | 0 | 0 | 0.003541 | 1 | 1 | 100003 | 0 | 0.0714 | Block | MONDAY | 0.9851 | 0.9851 | 0.9851 | 0.7960 | 0.7987 | 0.8040 |
| 2 | 6750.0 | 135000.0 | 135000.0 | 67500.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 1.0 | M | NaN | NaN | NaN | -19046 | -225 | -2531 | -815.0 | -4260.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.555912 | 0.729567 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | Y | Y | 1 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 9 | NaN | NaN | NaN | NaN | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | Revolving loans | Secondary / secondary special | Single / not married | House / apartment | Working | Unaccompanied | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | Laborers | Government | 26.0 | 0 | 0 | 0 | 0 | 0.010032 | 2 | 2 | 100004 | 0 | NaN | NaN | MONDAY | NaN | NaN | NaN | NaN | NaN | NaN |
| 3 | 29686.5 | 312682.5 | 297000.0 | 135000.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 2.0 | F | NaN | NaN | NaN | -19005 | -3039 | -2437 | -617.0 | -9833.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.650442 | NaN | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | N | Y | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 17 | NaN | NaN | NaN | NaN | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | Cash loans | Secondary / secondary special | Civil marriage | House / apartment | Working | Unaccompanied | NaN | NaN | NaN | NaN | NaN | NaN | 2.0 | 2.0 | Laborers | Business Entity Type 3 | NaN | 0 | 0 | 0 | 0 | 0.008019 | 2 | 2 | 100006 | 0 | NaN | NaN | WEDNESDAY | NaN | NaN | NaN | NaN | NaN | NaN |
| 4 | 21865.5 | 513000.0 | 513000.0 | 121500.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 1.0 | M | NaN | NaN | NaN | -19932 | -3038 | -3458 | -1106.0 | -4311.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.322738 | NaN | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | N | Y | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 11 | NaN | NaN | NaN | NaN | 1 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | Cash loans | Secondary / secondary special | Single / not married | House / apartment | Working | Unaccompanied | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | Core staff | Religion | NaN | 0 | 1 | 0 | 0 | 0.028663 | 2 | 2 | 100007 | 0 | NaN | NaN | THURSDAY | NaN | NaN | NaN | NaN | NaN | NaN |
| 5 | 27517.5 | 490495.5 | 454500.0 | 99000.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 2.0 | M | NaN | NaN | NaN | -16941 | -1588 | -477 | -2536.0 | -4970.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.354225 | 0.621226 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | N | Y | 1 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 16 | NaN | NaN | NaN | NaN | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | Cash loans | Secondary / secondary special | Married | House / apartment | State servant | Spouse, partner | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | Laborers | Other | NaN | 0 | 0 | 0 | 0 | 0.035792 | 2 | 2 | 100008 | 0 | NaN | NaN | WEDNESDAY | NaN | NaN | NaN | NaN | NaN | NaN |
| 6 | 41301.0 | 1560726.0 | 1395000.0 | 171000.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | 1 | 3.0 | F | NaN | NaN | NaN | -13778 | -3130 | -619 | -1562.0 | -1213.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.774761 | 0.724000 | 0.492060 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | Y | Y | 1 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 16 | NaN | NaN | NaN | NaN | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | Cash loans | Higher education | Married | House / apartment | Commercial associate | Unaccompanied | NaN | NaN | NaN | NaN | NaN | NaN | 1.0 | 1.0 | Accountants | Business Entity Type 3 | 17.0 | 0 | 0 | 0 | 0 | 0.035792 | 2 | 2 | 100009 | 0 | NaN | NaN | SUNDAY | NaN | NaN | NaN | NaN | NaN | NaN |
| 7 | 42075.0 | 1530000.0 | 1530000.0 | 360000.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 2.0 | M | NaN | NaN | NaN | -18850 | -449 | -2379 | -1070.0 | -4597.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.714279 | 0.540654 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | Y | Y | 0 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 16 | NaN | NaN | NaN | NaN | 1 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | Cash loans | Higher education | Married | House / apartment | State servant | Unaccompanied | NaN | NaN | NaN | NaN | NaN | NaN | 2.0 | 2.0 | Managers | Other | 8.0 | 0 | 1 | 0 | 0 | 0.003122 | 3 | 3 | 100010 | 0 | NaN | NaN | MONDAY | NaN | NaN | NaN | NaN | NaN | NaN |
| 8 | 33826.5 | 1019610.0 | 913500.0 | 112500.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 2.0 | F | NaN | NaN | NaN | -20099 | 365243 | -3514 | 0.0 | -7427.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.587334 | 0.205747 | 0.751724 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | N | Y | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 14 | NaN | NaN | NaN | NaN | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | Cash loans | Secondary / secondary special | Married | House / apartment | Pensioner | Children | NaN | NaN | NaN | NaN | NaN | NaN | 1.0 | 1.0 | NaN | XNA | NaN | 0 | 0 | 0 | 0 | 0.018634 | 2 | 2 | 100011 | 0 | NaN | NaN | WEDNESDAY | NaN | NaN | NaN | NaN | NaN | NaN |
| 9 | 20250.0 | 405000.0 | 405000.0 | 135000.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 1.0 | M | NaN | NaN | NaN | -14469 | -2019 | -3992 | -1673.0 | -14437.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.746644 | NaN | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | N | Y | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 8 | NaN | NaN | NaN | NaN | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | Revolving loans | Secondary / secondary special | Single / not married | House / apartment | Working | Unaccompanied | NaN | NaN | NaN | NaN | NaN | NaN | 2.0 | 2.0 | Laborers | Electricity | NaN | 0 | 0 | 0 | 0 | 0.019689 | 2 | 2 | 100012 | 0 | NaN | NaN | THURSDAY | NaN | NaN | NaN | NaN | NaN | NaN |
Last rows
| AMT_ANNUITY | AMT_CREDIT | AMT_GOODS_PRICE | AMT_INCOME_TOTAL | AMT_REQ_CREDIT_BUREAU_DAY | AMT_REQ_CREDIT_BUREAU_HOUR | AMT_REQ_CREDIT_BUREAU_MON | AMT_REQ_CREDIT_BUREAU_QRT | AMT_REQ_CREDIT_BUREAU_WEEK | AMT_REQ_CREDIT_BUREAU_YEAR | APARTMENTS_AVG | APARTMENTS_MEDI | APARTMENTS_MODE | BASEMENTAREA_AVG | BASEMENTAREA_MEDI | BASEMENTAREA_MODE | CNT_CHILDREN | CNT_FAM_MEMBERS | CODE_GENDER | COMMONAREA_AVG | COMMONAREA_MEDI | COMMONAREA_MODE | DAYS_BIRTH | DAYS_EMPLOYED | DAYS_ID_PUBLISH | DAYS_LAST_PHONE_CHANGE | DAYS_REGISTRATION | DEF_30_CNT_SOCIAL_CIRCLE | DEF_60_CNT_SOCIAL_CIRCLE | ELEVATORS_AVG | ELEVATORS_MEDI | ELEVATORS_MODE | EMERGENCYSTATE_MODE | ENTRANCES_AVG | ENTRANCES_MEDI | ENTRANCES_MODE | EXT_SOURCE_1 | EXT_SOURCE_2 | EXT_SOURCE_3 | FLAG_CONT_MOBILE | FLAG_DOCUMENT_10 | FLAG_DOCUMENT_11 | FLAG_DOCUMENT_12 | FLAG_DOCUMENT_13 | FLAG_DOCUMENT_14 | FLAG_DOCUMENT_15 | FLAG_DOCUMENT_16 | FLAG_DOCUMENT_17 | FLAG_DOCUMENT_18 | FLAG_DOCUMENT_19 | FLAG_DOCUMENT_2 | FLAG_DOCUMENT_20 | FLAG_DOCUMENT_21 | FLAG_DOCUMENT_3 | FLAG_DOCUMENT_4 | FLAG_DOCUMENT_5 | FLAG_DOCUMENT_6 | FLAG_DOCUMENT_7 | FLAG_DOCUMENT_8 | FLAG_DOCUMENT_9 | FLAG_EMAIL | FLAG_EMP_PHONE | FLAG_MOBIL | FLAG_OWN_CAR | FLAG_OWN_REALTY | FLAG_PHONE | FLAG_WORK_PHONE | FLOORSMAX_AVG | FLOORSMAX_MEDI | FLOORSMAX_MODE | FLOORSMIN_AVG | FLOORSMIN_MEDI | FLOORSMIN_MODE | FONDKAPREMONT_MODE | HOUR_APPR_PROCESS_START | HOUSETYPE_MODE | LANDAREA_AVG | LANDAREA_MEDI | LANDAREA_MODE | LIVE_CITY_NOT_WORK_CITY | LIVE_REGION_NOT_WORK_REGION | LIVINGAPARTMENTS_AVG | LIVINGAPARTMENTS_MEDI | LIVINGAPARTMENTS_MODE | LIVINGAREA_AVG | LIVINGAREA_MEDI | LIVINGAREA_MODE | NAME_CONTRACT_TYPE | NAME_EDUCATION_TYPE | NAME_FAMILY_STATUS | NAME_HOUSING_TYPE | NAME_INCOME_TYPE | NAME_TYPE_SUITE | NONLIVINGAPARTMENTS_AVG | NONLIVINGAPARTMENTS_MEDI | NONLIVINGAPARTMENTS_MODE | NONLIVINGAREA_AVG | NONLIVINGAREA_MEDI | NONLIVINGAREA_MODE | OBS_30_CNT_SOCIAL_CIRCLE | OBS_60_CNT_SOCIAL_CIRCLE | OCCUPATION_TYPE | ORGANIZATION_TYPE | OWN_CAR_AGE | REG_CITY_NOT_LIVE_CITY | REG_CITY_NOT_WORK_CITY | REG_REGION_NOT_LIVE_REGION | REG_REGION_NOT_WORK_REGION | REGION_POPULATION_RELATIVE | REGION_RATING_CLIENT | REGION_RATING_CLIENT_W_CITY | SK_ID_CURR | TARGET | TOTALAREA_MODE | WALLSMATERIAL_MODE | WEEKDAY_APPR_PROCESS_START | YEARS_BEGINEXPLUATATION_AVG | YEARS_BEGINEXPLUATATION_MEDI | YEARS_BEGINEXPLUATATION_MODE | YEARS_BUILD_AVG | YEARS_BUILD_MEDI | YEARS_BUILD_MODE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 307501 | 11871.0 | 269550.0 | 225000.0 | 81000.0 | NaN | NaN | NaN | NaN | NaN | NaN | 0.0392 | 0.0396 | 0.0399 | 0.0827 | 0.0827 | 0.0858 | 3 | 5.0 | F | NaN | NaN | NaN | -12961 | -1046 | -3780 | -448.0 | -1398.0 | 1.0 | 1.0 | 0.00 | 0.00 | 0.0000 | No | 0.0345 | 0.0345 | 0.0345 | NaN | 0.575481 | NaN | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | N | Y | 0 | 1 | 0.0417 | 0.0417 | 0.0417 | NaN | NaN | NaN | NaN | 14 | block of flats | 0.0144 | 0.0146 | 0.0147 | 0 | 0 | NaN | NaN | NaN | 0.0189 | 0.0192 | 0.0197 | Cash loans | Secondary / secondary special | Married | House / apartment | Commercial associate | Unaccompanied | NaN | NaN | NaN | 0.0000 | 0.0000 | 0.0000 | 2.0 | 2.0 | Low-skill Laborers | Industry: type 1 | NaN | 0 | 0 | 0 | 0 | 0.009175 | 2 | 2 | 456245 | 0 | 0.0149 | Stone, brick | WEDNESDAY | 0.9846 | 0.9846 | 0.9846 | NaN | NaN | NaN |
| 307502 | 10620.0 | 225000.0 | 225000.0 | 94500.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | 1 | 3.0 | F | NaN | NaN | NaN | -16063 | -8736 | -4531 | -1516.0 | -8672.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.313334 | 0.735221 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | N | Y | 0 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 16 | NaN | NaN | NaN | NaN | 1 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | Cash loans | Secondary / secondary special | Married | House / apartment | Working | Unaccompanied | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | Laborers | School | NaN | 0 | 1 | 0 | 0 | 0.010966 | 2 | 2 | 456246 | 0 | NaN | NaN | MONDAY | NaN | NaN | NaN | NaN | NaN | NaN |
| 307503 | 17770.5 | 345510.0 | 247500.0 | 112500.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 1.0 | F | NaN | NaN | NaN | -11870 | -399 | -3936 | -2315.0 | -675.0 | 3.0 | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.243466 | 0.501221 | 0.609276 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | N | Y | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 11 | NaN | NaN | NaN | NaN | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | Cash loans | Higher education | Single / not married | House / apartment | Commercial associate | Unaccompanied | NaN | NaN | NaN | NaN | NaN | NaN | 9.0 | 9.0 | Core staff | Bank | NaN | 0 | 0 | 0 | 0 | 0.022800 | 2 | 2 | 456247 | 0 | NaN | NaN | SATURDAY | NaN | NaN | NaN | NaN | NaN | NaN |
| 307504 | 16096.5 | 331920.0 | 225000.0 | 153000.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 1.0 | F | NaN | NaN | NaN | -16705 | -7258 | -259 | 0.0 | -9798.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.530725 | NaN | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | N | Y | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 11 | NaN | NaN | NaN | NaN | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | Cash loans | Secondary / secondary special | Separated | House / apartment | Working | Unaccompanied | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | Sales staff | Self-employed | NaN | 0 | 0 | 0 | 0 | 0.022625 | 2 | 2 | 456248 | 0 | NaN | NaN | WEDNESDAY | NaN | NaN | NaN | NaN | NaN | NaN |
| 307505 | 22050.0 | 225000.0 | 225000.0 | 112500.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.2206 | 0.2228 | 0.2248 | 0.1638 | 0.1638 | 0.1700 | 0 | 1.0 | F | 0.1432 | 0.1441 | 0.1445 | -24384 | 365243 | -2357 | 0.0 | -7369.0 | 0.0 | 0.0 | 0.24 | 0.24 | 0.2417 | No | 0.2069 | 0.2069 | 0.2069 | NaN | 0.346391 | 0.742182 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | N | Y | 1 | 0 | 0.3333 | 0.3333 | 0.3333 | 0.3750 | 0.3750 | 0.3750 | reg oper account | 15 | block of flats | 0.0859 | 0.0874 | 0.0879 | 0 | 0 | 0.1765 | 0.1796 | 0.1928 | 0.2302 | 0.2343 | 0.2398 | Cash loans | Secondary / secondary special | Single / not married | House / apartment | Pensioner | Unaccompanied | 0.0154 | 0.0155 | 0.0156 | 0.0083 | 0.0085 | 0.0088 | 0.0 | 0.0 | NaN | XNA | NaN | 0 | 0 | 0 | 0 | 0.022800 | 2 | 2 | 456249 | 0 | 0.2611 | Panel | MONDAY | 0.9861 | 0.9861 | 0.9861 | 0.8096 | 0.8121 | 0.8171 |
| 307506 | 27558.0 | 254700.0 | 225000.0 | 157500.0 | NaN | NaN | NaN | NaN | NaN | NaN | 0.2021 | 0.2040 | 0.1008 | 0.0887 | 0.0887 | 0.0172 | 0 | 1.0 | M | 0.0202 | 0.0203 | 0.0172 | -9327 | -236 | -1982 | -273.0 | -8456.0 | 0.0 | 0.0 | 0.22 | 0.22 | 0.0806 | No | 0.1034 | 0.1034 | 0.0345 | 0.145570 | 0.681632 | NaN | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | N | N | 0 | 0 | 0.6042 | 0.6042 | 0.4583 | 0.2708 | 0.2708 | 0.0417 | reg oper account | 15 | block of flats | 0.0594 | 0.0605 | 0.0094 | 0 | 0 | 0.1484 | 0.1509 | 0.0882 | 0.1965 | 0.2001 | 0.0853 | Cash loans | Secondary / secondary special | Separated | With parents | Working | Unaccompanied | 0.0753 | 0.0757 | 0.0000 | 0.1095 | 0.1118 | 0.0125 | 0.0 | 0.0 | Sales staff | Services | NaN | 0 | 0 | 0 | 0 | 0.032561 | 1 | 1 | 456251 | 0 | 0.2898 | Stone, brick | THURSDAY | 0.9876 | 0.9876 | 0.9782 | 0.8300 | 0.8323 | 0.7125 |
| 307507 | 12001.5 | 269550.0 | 225000.0 | 72000.0 | NaN | NaN | NaN | NaN | NaN | NaN | 0.0247 | 0.0250 | 0.0252 | 0.0435 | 0.0435 | 0.0451 | 0 | 1.0 | F | 0.0022 | 0.0022 | 0.0022 | -20775 | 365243 | -4090 | 0.0 | -4388.0 | 0.0 | 0.0 | 0.00 | 0.00 | 0.0000 | No | 0.1034 | 0.1034 | 0.1034 | NaN | 0.115992 | NaN | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | N | Y | 1 | 0 | 0.0833 | 0.0833 | 0.0833 | 0.1250 | 0.1250 | 0.1250 | reg oper account | 8 | block of flats | 0.0579 | 0.0589 | 0.0592 | 0 | 0 | 0.0202 | 0.0205 | 0.0220 | 0.0257 | 0.0261 | 0.0267 | Cash loans | Secondary / secondary special | Widow | House / apartment | Pensioner | Unaccompanied | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0 | 0.0 | NaN | XNA | NaN | 0 | 0 | 0 | 0 | 0.025164 | 2 | 2 | 456252 | 0 | 0.0214 | Stone, brick | MONDAY | 0.9727 | 0.9727 | 0.9727 | 0.6260 | 0.6310 | 0.6406 |
| 307508 | 29979.0 | 677664.0 | 585000.0 | 153000.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.1031 | 0.1041 | 0.1050 | 0.0862 | 0.0862 | 0.0894 | 0 | 1.0 | F | 0.0123 | 0.0124 | 0.0124 | -14966 | -7921 | -5150 | -1909.0 | -6737.0 | 0.0 | 0.0 | 0.00 | 0.00 | 0.0000 | No | 0.2069 | 0.2069 | 0.2069 | 0.744026 | 0.535722 | 0.218859 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | N | Y | 0 | 0 | 0.1667 | 0.1667 | 0.1667 | 0.2083 | 0.2083 | 0.2083 | reg oper account | 9 | block of flats | NaN | NaN | NaN | 1 | 0 | 0.0841 | 0.0855 | 0.0918 | 0.9279 | 0.9445 | 0.9667 | Cash loans | Higher education | Separated | House / apartment | Working | Unaccompanied | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 6.0 | 6.0 | Managers | School | NaN | 0 | 1 | 0 | 0 | 0.005002 | 3 | 3 | 456253 | 0 | 0.7970 | Panel | THURSDAY | 0.9816 | 0.9816 | 0.9816 | 0.7484 | 0.7518 | 0.7583 |
| 307509 | 20205.0 | 370107.0 | 319500.0 | 171000.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0124 | 0.0125 | 0.0126 | NaN | NaN | NaN | 0 | 2.0 | F | NaN | NaN | NaN | -11961 | -4786 | -931 | -322.0 | -2562.0 | 0.0 | 0.0 | NaN | NaN | NaN | No | 0.0690 | 0.0690 | 0.0690 | NaN | 0.514163 | 0.661024 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | N | Y | 0 | 0 | 0.0417 | 0.0417 | 0.0417 | NaN | NaN | NaN | NaN | 9 | block of flats | NaN | NaN | NaN | 0 | 0 | NaN | NaN | NaN | 0.0061 | 0.0062 | 0.0063 | Cash loans | Secondary / secondary special | Married | House / apartment | Commercial associate | Unaccompanied | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | Laborers | Business Entity Type 1 | NaN | 1 | 1 | 0 | 0 | 0.005313 | 2 | 2 | 456254 | 1 | 0.0086 | Stone, brick | WEDNESDAY | 0.9771 | 0.9771 | 0.9772 | NaN | NaN | NaN |
| 307510 | 49117.5 | 675000.0 | 675000.0 | 157500.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 1.0 | 0.0742 | 0.0749 | 0.0756 | 0.0526 | 0.0526 | 0.0546 | 0 | 2.0 | F | 0.0176 | 0.0177 | 0.0178 | -16856 | -1262 | -410 | -787.0 | -5128.0 | 0.0 | 0.0 | 0.08 | 0.08 | 0.0806 | No | 0.0690 | 0.0690 | 0.0690 | 0.734460 | 0.708569 | 0.113922 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | N | N | 1 | 1 | 0.3750 | 0.3750 | 0.3750 | NaN | NaN | NaN | NaN | 20 | block of flats | NaN | NaN | NaN | 1 | 0 | NaN | NaN | NaN | 0.0791 | 0.0805 | 0.0824 | Cash loans | Higher education | Married | House / apartment | Commercial associate | Unaccompanied | NaN | NaN | NaN | 0.0000 | 0.0000 | 0.0000 | 0.0 | 0.0 | Laborers | Business Entity Type 3 | NaN | 0 | 1 | 0 | 0 | 0.046220 | 1 | 1 | 456255 | 0 | 0.0718 | Panel | THURSDAY | 0.9881 | 0.9881 | 0.9881 | NaN | NaN | NaN |